{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [自定义刻度](04.10-Customizing-Ticks.ipynb) | [目录](Index.ipynb) | [在matplotlib中创建三维图表](04.12-Three-Dimensional-Plotting.ipynb) >\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/wangyingsm/Python-Data-Science-Handbook/blob/master/notebooks/04.11-Settings-and-Stylesheets.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open and Execute in Google Colaboratory\"></a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Customizing Matplotlib: Configurations and Stylesheets\n",
    "\n",
    "# 自定义matplotlib：配置和样式单"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Matplotlib's default plot settings are often the subject of complaint among its users.\n",
    "While much is slated to change in the 2.0 Matplotlib release in late 2016, the ability to customize default settings helps bring the package inline with your own aesthetic preferences.\n",
    "\n",
    "Matplotlib默认的图表配置在用户当中经常被吐槽。虽然其中很多内容都预计会在2016年底Matplotlib 2.0版本中进行更改，但是个性化配置的能力允许你按照自己的喜好来展示图表，因此还是有必要掌握的。\n",
    "\n",
    "> Here we'll walk through some of Matplotlib's runtime configuration (rc) options, and take a look at the newer *stylesheets* feature, which contains some nice sets of default configurations.\n",
    "\n",
    "本节我们首先介绍基础的Matplotlib运行时配置，然后在看一看新的*样式单*特性，它们提供了很好的默认配置项。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Customization by Hand\n",
    "\n",
    "## 手动图表配置\n",
    "\n",
    "> Through this chapter, we've seen how it is possible to tweak individual plot settings to end up with something that looks a little bit nicer than the default.\n",
    "It's possible to do these customizations for each individual plot.\n",
    "For example, here is a fairly drab default histogram:\n",
    "\n",
    "通过本节学习，我们会看到可以对每个独立的图表配置进行配置，直至展现的内容能够比默认样式要好。例如下面是一个很普通的默认直方图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('classic')\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(1000)\n",
    "plt.hist(x);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> We can adjust this by hand to make it a much more visually pleasing plot:\n",
    "\n",
    "我们可以手动调整配置让上图看起来更加吸引人：\n",
    "\n",
    "译者注：新版的Matplotlib中的subplot已经没有axisbg属性，下面代码使用了facecolor属性。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用灰色背景\n",
    "ax = plt.axes(facecolor='#E6E6E6')\n",
    "ax.set_axisbelow(True)\n",
    "\n",
    "# 网格线使用白色实线\n",
    "plt.grid(color='w', linestyle='solid')\n",
    "\n",
    "# 隐藏axes的边框线\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_visible(False)\n",
    "    \n",
    "# 隐藏顶部和右边的刻度\n",
    "ax.xaxis.tick_bottom()\n",
    "ax.yaxis.tick_left()\n",
    "\n",
    "# 淡化刻度和标签\n",
    "ax.tick_params(colors='gray', direction='out')\n",
    "for tick in ax.get_xticklabels():\n",
    "    tick.set_color('gray')\n",
    "for tick in ax.get_yticklabels():\n",
    "    tick.set_color('gray')\n",
    "    \n",
    "# 设置直方的颜色和边缘色\n",
    "ax.hist(x, edgecolor='#E6E6E6', color='#EE6666');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> This looks better, and you may recognize the look as inspired by the look of the R language's ggplot visualization package.\n",
    "But this took a whole lot of effort!\n",
    "We definitely do not want to have to do all that tweaking each time we create a plot.\n",
    "Fortunately, there is a way to adjust these defaults once in a way that will work for all plots.\n",
    "\n",
    "这看起来好多了，如果你对R语言熟悉的话，你会觉得上图看起来很像R中的ggplot可视化包的展示效果。但是这让我们付出了极大的努力。我们当然不希望每次我们绘制图表时都需要做如上完整的配置工作。幸运的是，我们有一种方法可以设置一次就对所有的图表生效。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Changing the Defaults: ``rcParams``\n",
    "\n",
    "## 改变默认的 `rcParams`\n",
    "\n",
    "> Each time Matplotlib loads, it defines a runtime configuration (rc) containing the default styles for every plot element you create.\n",
    "This configuration can be adjusted at any time using the ``plt.rc`` convenience routine.\n",
    "Let's see what it looks like to modify the rc parameters so that our default plot will look similar to what we did before.\n",
    "\n",
    "每次Matplotlib加载时，都会对绘制的每个图表元素载入默认的样式设置。这个配置可以在任何时候使用`plt.rc`来进行调整。让我们试着修改rc的参数来让我们绘制的图表类似上面的效果。\n",
    "\n",
    "> We'll start by saving a copy of the current ``rcParams`` dictionary, so we can easily reset these changes in the current session:\n",
    "\n",
    "首先我们备份`rcParams`字典值，这样能允许我们方便的重置配置。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "IPython_default = plt.rcParams.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Now we can use the ``plt.rc`` function to change some of these settings:\n",
    "\n",
    "下面我们可以使用`plt.rc`函数来改变配置了："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import cycler\n",
    "colors = cycler('color',\n",
    "                ['#EE6666', '#3388BB', '#9988DD',\n",
    "                 '#EECC55', '#88BB44', '#FFBBBB'])\n",
    "plt.rc('axes', facecolor='#E6E6E6', edgecolor='none',\n",
    "       axisbelow=True, grid=True, prop_cycle=colors)\n",
    "plt.rc('grid', color='w', linestyle='solid')\n",
    "plt.rc('xtick', direction='out', color='gray')\n",
    "plt.rc('ytick', direction='out', color='gray')\n",
    "plt.rc('patch', edgecolor='#E6E6E6')\n",
    "plt.rc('lines', linewidth=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> With these settings defined, we can now create a plot and see our settings in action:\n",
    "\n",
    "设置了这些之后，我们可以绘制同样的直方图查看配置的效果："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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esgeB70fEJf3mj90WfvVL8Xrgu01nWceHI+IVEbEHuBv4m6YDreFLwLkR8QrgP4GrG87Ty6PAH9J5gI2VCToJ4C3ARU2HqOEYcFVEnA2cD+wb0+/nz4Hfi4hXAnuAizLz/IYzreXP6Rz6Xss4buF/FPgr4M6mg6wlIn7Stfg8xvS0ERHxxa7FB4A/airLWiLiIEBmNh2ll+MnAQTIzJWTAD7eaKpVIuL+zNzVdI5+ImIBWKguL2bmQTrn2Bq37+cysPLpJ9PVv7F7jGfmWcAfANcBf1nnNmNV+Jn5ZjovTb4xpgVwXGZeB7wT+DHw2obj1PGnwO1Nh5gwvU4C+JqGspxUqieoVwFfbTZJb9Wru68DvwF8IiLGMefH6GwcP7/uDUZe+Jn5ZTr78Fa7FrgGeMNoE/W2Xs6IuDMirgWurc4TdAXQyD6+fjmrOdfSeTn9qVFmW1En45jyJIBDkJkt4LPAlateLY+NiHgW2JOZpwGfz8xzI+LRpnOtyMyV92y+Xp2XrJaRF35EvK7XeGb+NvASYGXr/izgocw8LyL+Z4QRgbVz9vBp4As0VPj9cmbmZXTe0Luweqk6chv4Xo6bw8DOruWzgLF7c36SZOY0nbL/VER8ruk8/UTEjzJzns57JGNT+MAFwJsz82JgO/DrmfkvEfEn691obHbpRMQjwOkry5l5CHj1mB6lszsivlUtvhn4ZpN51lIdYfLXwO9GxE+bzjOB+p4EUPVl5hRwE3AwIvY3nWctmfki4GhV9qcCrwP+ruFYJ4iIq6kOwqi28D/Qr+xhjAp/wlyfmb9F59Cy/wb+rOE8a/k4nUPLvlS9anogIsYqa2a+FfgH4EXAFzLz4ZXTajctIo5l5spJAE8Bbh7HkwBm5mfonNnxhZl5GIiIuKnZVD1dALwDeCQzH67GrqnOuzVOdgAHqv34z6Fz8se7G840EJ5aQZIKMXbH4UuShsPCl6RCWPiSVAgLX5IKYeFLUiEsfEkqhIUvSYWw8CWpEP8PjJb4aM6XOwYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(x);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Let's see what simple line plots look like with these rc parameters:\n",
    "\n",
    "然后在绘制一幅使用现在rc配置的简单的折线图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    plt.plot(np.random.rand(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> I find this much more aesthetically pleasing than the default styling.\n",
    "If you disagree with my aesthetic sense, the good news is that you can adjust the rc parameters to suit your own tastes!\n",
    "These settings can be saved in a *.matplotlibrc* file, which you can read about in the [Matplotlib documentation](http://Matplotlib.org/users/customizing.html).\n",
    "That said, I prefer to customize Matplotlib using its stylesheets instead.\n",
    "\n",
    "作者认为这比默认样式要美观的多。如果你不同意作者的审美观，你仍然可以调整rc参数来满足你自己的品味。这些配置可以保存在一个*.matplotlibrc*文件中，你可以在[Matplotlib个性化文档](http://Matplotlib.org/users/customizing.html)中查阅相关说明。上面例子表明，使用Matplotlib自己的样式单进行个性化是更好的方式。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stylesheets\n",
    "\n",
    "## 样式单\n",
    "\n",
    "> The version 1.4 release of Matplotlib in August 2014 added a very convenient ``style`` module, which includes a number of new default stylesheets, as well as the ability to create and package your own styles. These stylesheets are formatted similarly to the *.matplotlibrc* files mentioned earlier, but must be named with a *.mplstyle* extension.\n",
    "\n",
    "2014年8月发布的Matplotlib 1.4版本加入了一个非常方便的`style`模块，它包括了很多新的预设样式单，也允许你创建自己的样式单。这些样式单的格式就像前面说过的*.matplotlibrc*文件一样，不过必须以*.mplstyle*作为扩展名。\n",
    "\n",
    "> Even if you don't create your own style, the stylesheets included by default are extremely useful.\n",
    "The available styles are listed in ``plt.style.available``—here I'll list only the first five for brevity:\n",
    "\n",
    "即使你不创建自己的样式，预设的样式单也非常有用。所有预设的样式可以使用`plt.style.available`列出，为了页面简短下面代码仅列出前5个："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['seaborn-darkgrid',\n",
       " 'seaborn-dark-palette',\n",
       " '_classic_test',\n",
       " 'seaborn-paper',\n",
       " 'grayscale']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> The basic way to switch to a stylesheet is to call\n",
    "\n",
    "切换样式单最基本的操作是\n",
    "\n",
    "``` python\n",
    "plt.style.use('stylename')\n",
    "```\n",
    "\n",
    "> But keep in mind that this will change the style for the rest of the session!\n",
    "Alternatively, you can use the style context manager, which sets a style temporarily:\n",
    "\n",
    "需要提醒的是这样做会改变整个会话后面所有的Matplotlib样式。当然你可以使用Python的with关键字和样式的上下文来临时使用某个样式单：\n",
    "\n",
    "``` python\n",
    "with plt.style.context('stylename'):\n",
    "    make_a_plot()\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Let's create a function that will make two basic types of plot:\n",
    "\n",
    "下面我们创建一个函数用来绘制两种基础类型的图表："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hist_and_lines():\n",
    "    np.random.seed(0)\n",
    "    fig, ax = plt.subplots(1, 2, figsize=(11, 4))\n",
    "    ax[0].hist(np.random.randn(1000))\n",
    "    for i in range(3):\n",
    "        ax[1].plot(np.random.rand(10))\n",
    "    ax[1].legend(['a', 'b', 'c'], loc='lower left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> We'll use this to explore how these plots look using the various built-in styles.\n",
    "\n",
    "我们使用这个函数来看看不同的预设样式单展示风格。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Default style\n",
    "\n",
    "### 默认样式\n",
    "\n",
    "The default style is what we've been seeing so far throughout the book; we'll start with that.\n",
    "First, let's reset our runtime configuration to the notebook default:\n",
    "\n",
    "默认样式是我们本书中一直在使用的样式；我们从默认开始。首先我们将rc参数恢复成notebook默认值："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wangy/anaconda3/lib/python3.7/_collections_abc.py:841: MatplotlibDeprecationWarning: \n",
      "The examples.directory rcparam was deprecated in Matplotlib 3.0 and will be removed in 3.2. In the future, examples will be found relative to the 'datapath' directory.\n",
      "  self[key] = other[key]\n",
      "/home/wangy/anaconda3/lib/python3.7/_collections_abc.py:841: MatplotlibDeprecationWarning: \n",
      "The savefig.frameon rcparam was deprecated in Matplotlib 3.1 and will be removed in 3.3.\n",
      "  self[key] = other[key]\n",
      "/home/wangy/anaconda3/lib/python3.7/_collections_abc.py:841: MatplotlibDeprecationWarning: \n",
      "The text.latex.unicode rcparam was deprecated in Matplotlib 3.0 and will be removed in 3.2.\n",
      "  self[key] = other[key]\n",
      "/home/wangy/anaconda3/lib/python3.7/_collections_abc.py:841: MatplotlibDeprecationWarning: \n",
      "The verbose.fileo rcparam was deprecated in Matplotlib 3.1 and will be removed in 3.3.\n",
      "  self[key] = other[key]\n",
      "/home/wangy/anaconda3/lib/python3.7/_collections_abc.py:841: MatplotlibDeprecationWarning: \n",
      "The verbose.level rcparam was deprecated in Matplotlib 3.1 and will be removed in 3.3.\n",
      "  self[key] = other[key]\n"
     ]
    }
   ],
   "source": [
    "# 恢复默认值\n",
    "plt.rcParams.update(IPython_default);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Now let's see how it looks:\n",
    "\n",
    "下面我们看看它展示的图表："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FiveThiryEight style\n",
    "\n",
    "### 538样式\n",
    "\n",
    "> The ``fivethirtyeight`` style mimics the graphics found on the popular [FiveThirtyEight website](https://fivethirtyeight.com).\n",
    "As you can see here, it is typified by bold colors, thick lines, and transparent axes:\n",
    "\n",
    "`538`样式模拟了流行的[538网站](https://fivethirtyeight.com)的图像样式。正如你下面所见，它使用了前卫的颜色，粗线条和透明axes："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BEARBuAh/4igCH10MzaY3HJxwJSgY+tsfgH7pcy474QAgJ7DSFK66HDBZg/8kWcH6Ai3GflyFlw45d8LnpQVi37XxWJoT5nEnHGjTi79wYQTS7QqK/W1XI/Iber9eXFEU3LurAWdsUjkGCl1LUsQd31iedvCyBNV3myzn7LOnbCs34FRL/8u13itQFIi5zrOl2CIPHuoTnbix6DVAtv6NcupIqAfP79ZY5IgTBEEQRFcYDVB/sAaBTyyBUHrC4bR5zGS0PvVfmKde7v7uW0AQjGFRlkNOkcFXlgIAdlQYMO3zGtyzqxG1ekcPfHysGj9cGYs1U6OQ0E0duKuEqtr04gE20+gkBbdtq0eLs7uDXsT7x3XYYpdN5pGxYRjSRaVi/jT7WQuFBy3/nx2lwnkxKsuxAuC9YxS06Q34kiLwVaWWY0UQYR472bGhSu11nbi57hdItbvYadMWgBNdC/a1hxxxgiAIgugE/uh+BD38Z6i/eh+cwjqcclgkdHc+Bv3d/4ASGdPtOfQx7A567fHjuGVrHa76phaH6h13nJOCBLw+NRJbrojB2Nie68BdJTtKhecmsXKAwiYz7t3VCMXLqeK6S0WrhOV2evZJ8WosHt6142RfYIkvLwHOWMean8FKUd4paoXcS9+Hvox9kKY0agIQHOq0rTd14opsgrFoNWPjw4ZCHDCr22OSI04QBEEQztBpoVn/PIKevgd8VZnDadMFl6D16fWQxk/vsQZVbydleXvbEXxeondoFyhwWJ4Tir3XxuH6tCCX8oF7mvkZwbjZzgHdeEKH9QW9bze4PUtKk40kJUAAXr7QhSwpZrPlyYQtQuHvlv+/dnAQ84TgVIuEHRWUU9yjKIpD2kLzhBkdNu9QJ+4BTKc/hdJqey3goM68ExzXfXeaHHGCIAiCsEM4kIugBxdAtW2zwzk5Kg66vz0Lw+IHgZBwJ73dpzU6kTnO1Do6/tcPCcTea+Kw/LwwBIn+/fleOTEcwyNYWceyPY3YX9u7nNAPT+iw5TR7Q/P3seFIC+86VwVXVeo0GNdWnhKh4TF7UCBz/p0irX0Xogfwx/PB11VZjhW1BubzLuiwvbd04rKhDqbidxmbmHgphLCMHo1LjjhBEARBtNPcCM2r/0Tg88vB11c7nDbNnIPWp96ENHqCx6bcVWnA3xvYzClDbXbdxsSo8O0VMXh9WhSSQ3pHsrMgkcd/Z0YhxCYw1CgDt22vR5Oxd+jFq1olLMtlJSnjY9X4n06ypNjSUT53W0ccAG62C9rcXKJDo5O87kT3cAjSHD0JCOgkO42XdOLGY2sBySZFpRgC9ZDbejwuOeIEQRAEcfbxd9CK26Da9Z3DaTk+Ga0rXoTh1nuBwO4FZTnjtfwWXP51Lb7hkxl7VmsFkjQKVk+JxPdXxmJ8nKaDEfxHRrgKL17I6sWLmyXcuaPB73pxRVFw7+5GNNpIUjQCsGpKBATeNTmPUHbSqZ0vLgJ0VhnOlAQ1U31ULwEfn+x9Mp0+iSw5pC00T3TMlmKPp3XiUuMhSFXsOtRDbgWn7vkTMXLECYIgiHMarqEWAf/3dwS88jj4ZnYHVeF4GC+/Ea1ProM8dLRH591Wpsfys3mtG1QhqFRZf9TVioRfpphxY3qQWxUffc21Q4Kw0K40/Ben9Ex+bX/w8UkdvjrFSlIePi8MGeGqDno40tGOOKfIEI4dtrbjOAfNPJW89wxCwUHwTfWWYyUgqC1Qsws8qRNXFAnGwlcYGx8yBGLS5d0azx5yxAmCIIhzE0WB+OOXCHrwVoi//uxwWkoeAt2jr8B4w2JA7dkd6eJmM/78Yz1kG9/gSHAS0yak+rRH5/QW/xwfjpxo1sF9ZG8T9lb7Ry9erZOw1E6Scn6sCkuyQ9wapyNHHHCUp9yUHgTb26Xfak1Os90Q7mGfLcU85kKX/hY9qRM3l30FuYVNY6nOXAKO80y6UHLECYIgiHMOrqoM6e/8BwFvrATXyu7eKqIKhmv+DN3jr0IePNTjc7eaZczfWo8Gg9UL56AgOTONaceXd17qvregETisnxGFMLXVFTUrwILt9ajXSz5di6IouG93I/PeagTg5cmRLktSAABmE7gqx4wp7QgFrCM+METEjETWQdxAQZs9w2yGuPdH1uSkiI9TPKQTV4xNMJ74LztO/AwIESPcHqsjyBEnCIIg+j+yDP7kUag+WY/Ax/4HwQ/cjNDiIw7NpLRhaH3idZjm/AkQXZcxuIqiKPjrzkaH3dIlg0xIyRrC2PqKIw4AqaEiVk+OZGylWgmLf2rwaV7tT4t1DmkfV+SEISvCvc+SrzwNTrLeRCjqAPb8iXym+ingmFP8w+M6GCTKKd5dhPx94FrOWI6V4FBII8a53N8TOnHjifWAucVmkECo0xe6PU5n9I7wa4LwEifPmFGq9f6OjJ4utgTR+9BpIRz6BeKBXAgHc8E3NXTYVFEHwHjd7TBdfA3Ae69C5Sv5Wmw8oWNsc1IDcGtSK2QplbHzZX3HEQeAKwYF4q7sELx82Oq4fFdmwAu/t+Bvo5wXX/EkNToJ9+9uYmxjYlS4a4R7khTAUZYiZY6EfOo41Gfa9MqcyQT+ZAHkzJGWNpenBCJCbQ0QrTfI+Oa0HnNS2fSGhGs4yFLGTXXr5rhDnbiLMRfSmUKYy79hbKrUm8Brol1egyuQI070a0q1Eq76ptbr82yYGdV1I4IgvIuigKs83eZ4H8iFUHDQaR5oe8zDx8Cw4H4ocYldtu0JP5Yb8Mhe1lEcFiFi1eRIVBTXQ05IYc7xFSWALAN833l4/ei4MORVG5FXY90tfvLXMxgfp8bkAd7N/LI0twl1NmkD1TywanIkRHckKWexvwmSk1LRonCIOpxnsQmFBxlHPEDkcH1aEF4/YpWkbCjUkiPeHYwGiPvYuA2XZSlnkYcMg6LWgDMaAFh14kp8Uhc9AUWRzwZo2sjHgpKhGjjXrTW4Qt/56yYIgiAIe0xGCL/vhXrDSwh64GYEL/8TNO+9AjH/1y6d8NaEQdAvXAb9A//2uhN+qsWMBdvrYfvwLEzNYcPMaISo2n6KlfAoKDZluzmjAZxNIZO+gIrn8Mb0SERprO6FrAC3b69Htc57Tyc/PanDp8Xsk4bl54VhWGT35EW8XepCOSkVLSls4RZ7nTgA3GInT/mh3IAyHzyV7W8Ih/aC01lvaOSwSEjuZi0SVZAyWC23q/IUc+X3kM8cZWzqjDvA8Z6Xq9GOOEEQBNGn4OprIBzcA/HAbgiH94EzOJaCd4YSEAhpxPkwj54IadQEFNbUIyOjZ1XxXEFnVjD/h3rU2+zWcgDWTo1iKzxyHOTEQRCKDllMfHkJpNgEr6/RkySHiHhtaiSu/67Osp9YpZOx8McGfHJJtHtBky5Qq5dwv12WlJxoFe7uhiSlHXtpipyUCq2KHU8oOgTIEiNlGhWtxqgoFQ6ejQGQFeC9Y624f7T3pTn9CYciPudPAwT3XVZpaA7Ew/ssx8KR32CedkWnfRSzFsZjbzA2IeYCiNFj3Z7fFcgRJwiCIHo3sgT+xFGI+3e3SU5OHXO964CBbY736ImQskaxGtOa+o47eghFUfDXXQ0Wx6ydh8aE4ZKBAQ7tHRzxsmJIoyd6fZ2eZlZyAO4bHYrnDjRbbD9VGPDM/mY8NCbMo3Mty21Crd56k6PigVemdE+SAgAwGR0ypsiJg6CXVVBCwiwBhJxOC/70CciD2Ju5+RlBeGCPVYK0oUiLv40K6dX54HsVBh3E33YxJleK+DjDacBmFzpx48kNgMnmxo5XQ52xqFvzuwI54gRBEETvQ9sM8fc8CAdyIf6eB665qes+aEs9KGWNhpQzEebRE6HEJ3fdyYu8ekSLD4+zkokrUwLwt1HOd2vlxFTmmK845a2leZ0VOaHYU2XAjkqrXvy5A82YGK/GRUmONyHdYXOxDh+fZN/fB0aHYng3JSkAwFeWgpOtjr0cFQsEhQAcBylzJMRfd1rOCYW/Ozji16cF4e+/NMFwVpFS3CxhV5XR6xr5/oK4fzc4o/UplxwVCzm9e+kC5SFDWZ14Qy246rIOrwtySzHMpZ8xNlXK9eADB3RrflcgR5wgCILwP4oCvuxkm+O9Pxf8sUOMM9QZckQMpNET2na+s8cCAUFdd/IBP1ca8FAeewORFS5i9dTIDndH5aRBzHFnRWV6OwLPYe20KEzdXI0qXdtnqQBY9GMDfpoTh6TgnmWnqddLuG83K0kZFaXCPT3M0OJMH96OlDmKdcQLDrRl2rEhUsPjypRA5gZhQ6GWHHEXcZCljJ/R/YDlszpxVp6yH2YnjriiKDAUrgYUGwlZQDxUg/7YvbldXaJXRycIgiCIjjAaIOT/ak0vWOtaYKLCcZCHDGtzvHMmQU5Jdzklma843WLGbdvsgjNVHDZcFIVQVcdOhZxo54hXlLiVcq23ER8kYO20KMzZUmupIlpnkPHn7fX44rIYqHqgF1+2pwk1NpIUkWuTpPRkTMCZPnyw5f+lLDZgkC886PTzmZ8RxDjinxXr8exEGeFqypHRKa0tEH7fw5jczZZij4NO/Oh+mKdf6diuZgfkxgOMTZ2xCJzg3RsocsQJgiAIvxC85CpwJtfKoCtBITCPPB/S6EkwjxwPhEV4eXXdR2dWcMvWeka3DACvTo1ERnjnkgklKg5KQCA4fZsTx7VqwTXWQYmM8dp6vc2UBA0eOi8M//jVWpxlT7URT+w7g3+cH96tMb8o0TnkY1+aE4oRUT3PauEsUNPy/4PSoWgCLAHCfFMDuKoyKAPYHdapCRokBwuWOhY6ScEnJ3W4LSu4x+vrz4i/7gRnssZTyLGJkAdn9WhMV3TiiqSHseh1tl3UGAgxF/RoblegWzOCIAjCL3TlhEtJqTBefiNaV7wI7cufwrDkUZgvvKRXO+GKouBvuxuxv44NzlyeE4rLUlzIJ81xjvnEy4s9uEL/cO+oEFycxO4svnSoBV+W6Dro0TENBhl/s5OkjIhSeaxoUGeOOATRsXR6AbuLCrTJcm6yS2VIJe+7xqGIz8SZPX4a1K4Tb6ddJ26Lqfh9KIYaq4ET2tIV+uBJFDniBEEQRK9AUalhHj0R+j/dA+1z70H31HoYb1gMeejobqUu8wdrj2rx3rFWxnbZwAA8kOO6k+gQsFnedwM22+E5Dq9OjUSynS58yc8NKG7uuuiSLcv3NKJaZydJmRzRY0kKAMBoAFfFOmn2n4eUOYo5Fgod84kDwE3prCP+S40JRxpMTtsSAJobIRz+hTH1VJYCwHk+8SPWfOJyazlMpz5mzqsGzgUfPLDnc7tAl474888/jxkzZmDgwIFIS0vDDTfcgPz8fKaNoih4+umnMXToUAwYMABXXHEFjhw5wrRpbGzEokWLkJKSgpSUFCxatAiNjewdLUEQBOF/1q5di1GjRiE+Ph7Tpk3Drl27Om2/ceNGTJ48GQkJCcjMzMSiRYtQVeWa3tsUFQfTzDnQ3fs0tKs2Q/+3Z2C+aC6UPpY7GwB2VRqwYg8bnJkRLmJNJ8GZzuhPAZu2RAUIeGN6JESbt6LJqOC2bfUw2IrpO+HrUzp8YJeF5m+jQzEqWu2RNfKVpeBsgvXk6HggkHWo5Sw7R7zgd6djpYaKmJbAPgV4p6jVaVsCEH/ZAU6yFj+SElMhJw/upIfrOJWnnMVY9CqgWG+QOHUUVKk3eWReV+jSEf/5559x++23Y8uWLdi8eTNEUcTcuXPR0NBgafPiiy9i1apVePbZZ7F161bExsbi6quvRnOzNX/owoULcfDgQWzcuBEfffQRDh48iMWLF3vnVREEQRDdYtOmTVi+fDnuu+8+/PTTTxg/fjyuv/56nD592mn73NxcLF68GDfeeCN2796Nd955B0ePHsVf/vKXLucaPe4ZZEx8Eb9cdReknEmAxjMp7fxBmVbCrdvqYbbxJ0NVHN6ZGeV2gJ6c4CRgs58wPk6Dx+104fvrTHg4r+v0lI0GGffuYjfwhkeKuN9DkhSgC1nKWaS04VBsntDwNeXg6msc2gFtQZu2vH+8FUYXbzrONcS8bcyxJ2Qp7XSkEzfX7oFUxwaHqtNvByf6Tsvf5dVh06ZNmD9/PoYPH47s7Gy8+uqrqK2tRW5uLmju1ooAACAASURBVIC23fDVq1fjnnvuwZw5czB8+HCsXr0aLS0t+OijjwAABQUF+P777/HCCy9gwoQJGD9+PP7zn/9gy5YtKCoq8u4rJAiCIFxm1apVuOmmm3DrrbciKysLK1euRHx8PN544w2n7ffu3YvExETceeedSE1Nxfnnn49FixZh3759TtvbcjhkIEpbZVz6ZQ2+6IZWuLegNyv409Y6JoMHAKyeEonMCPeDB+13xLmy/uOIA8CS4cG4MoW96Xr9qBabTnS+W7wirwmVNpIUgQNemRwJteA5HW9nqQstqDUOAYQdyVOuHBSIMLV1fbV6GVtKXasEey7BNdZBOPIbYzNPmOGx8Z3pxFFZ3LYbbgMfng0h3gNyGDdwWyPe0tICWZYREdEWLFNSUoKqqirMnGldeGBgIC644ALs2dN2l5GXl4eQkBBMmDDB0mbixIkIDg62tCEIgiD8i9FoxP79+5nrOQDMnDmzw2v1hAkTUFVVha+//hqKoqCurg6bNm3CxRdf7PK82rNZRv5zsBmK0rd2CxVFwf25jdhXy2p/l44OxZWDXAjOdDZmbAIUldWB55sbgeb+I+XkOA4vT45EaiirF797ZyOKmpxrqLec1jto7+8dGYqcGM9IUtpx2BG304e3I9nJU/hC5/KUQJHD9UPsgzZJnmKPuPdHcDZ/+9KgDCgDPKjRdqITNx/9LxRduY2FhzpziU8CNG1x2xFfvnw5Ro4cifHjxwOARQcYGxvLtIuNjUV1dTUAoLq6GtHR0cyL4zgOMTExljYEQRCEf6mrq4MkSZ1ez+0ZP3481q5di0WLFiE2NhZpaWmWJ6XuoAB4fN8Z/M+OBujNfccZf7Og1cGxuiRZgxXn9UAuwQuQB9hnTun7AZu2RGh4rJ8eBY2NL95iVnDrtnq0mtknC22SlAbGNixCxFI3AmBdxRVpCuAkYLPA+Y44ANxiJ0/5rlSPilapg9bnJg5FfDwRpGmHrTxFCgIMUh67hqTLIYSmeXzernDLEX/wwQeRm5uLt99+G4LA3sna30EoiuLgeNtj34YgCILwP11dz205evQoli9fjqVLl2L79u34+OOPUVVVhXvuuafLeZ6fFAF7VcEHx3WY/U0tqnW931HJrTJg2R52pzotTMBrU6PcCs50hkNhn36QwtCenBg1nhnPpqLMbzDjgVxWL/7w3iaUt9pJUqZEQuNBSQqAtowp1eWMyV4m1I6UMQKKzWfMl50EWs44bTs6WoXsSKumXFaAD47Rrng7XF0VhGOHGJt5/HSPz2PriDePUwG8zQ2fKgzqIbd6fE5XcDkf1IoVK7Bp0yZ8/vnnSE1Ntdjj4+MBtO16JydbE9rX1tZadlXi4uJQW1vLXMzbH2Ha77zY05c05H1pre309zXrhM6/X55CdrEUd0/R6XQoKvL+zlh//174m4yMDH8vwSnR0dEQBMFh99v2em7P888/jzFjxuDuu+8GAIwYMQJBQUG47LLL8Pe//535XbBnilCO/8vmseKoBmfMVqcmr8aIqZ+U49/DDMgM8e7ueHe/NzUGDrfsD4BJtq47SFDwVHoLak41w3nonutrGaAJgW3emDOHD6AseVi31todfPX3dCEP/CFWjS01VndkQ1ErhqABV8VL2NXAOzxxuCXJhJCGEhQ12I/WMwIrT2GoTcYUQ3g0ik6zqQxt35ehsUkIrC4FAHCKgqofv8WZTLbyZjt/iBBxuMEqo3kjvxGXB1R2OxaxN13verqWuN1bYBsa2ZKchqLGFqDR/XE7WwsnixglqmGOMcMwmN1Mbgy5HOXFlQAq3Z7THnev7y454suWLcOmTZvwxRdfIDMzkzk3aNAgxMfHY9u2bRgzZgwAQK/XY/fu3XjiiScAtD26bGlpQV5enkUnnpeXB61Wy+jGPfGC/EVRUVGfWWs758KaKysMALxfRIHnfZOSPzAwEBkJ3v3MzoXvBeEctVqNnJwcbNu2DXPnzrXYt23bhtmzZzvto9PpHJ6Qth93pffOyMhABoCJmWbc8H0djp2x5pOuNPBYdCgIr02NxBXd1Fp3RXe/NwZJwZ1f16LOriDRmqnR+ENq99ZqvxahcQzw02bLcVRrE4J89B339d/TusEyZn5eg8Im6+e/8kQALsiIxj/z2JvCoREinp2Z6PndcABiTTFzLKRmMO+Dw2c06nzg+1LL8cCWWhg7eN/uHCjhpZJKmM76+ad0POrCUzAp3v3y6b3peueJtQRuWMkcq6Zd1q0xXVmLNHQEmoewu+98aDoSc24Bxwkd9PIuXXoP999/P959912sXbsWERERqKqqQlVVFVpaWgC0PcK844478MILL2Dz5s3Iz8/HkiVLEBwcjOuuuw4AkJWVhVmzZuHee+/F3r17kZeXh3vvvRd/+MMfes2XiSAIggDuvPNOvPvuu3jrrbdQUFCAZcuWobKyEgsWLAAALF68mEk9e+mll+Krr77CunXrUFxcjNzcXCxbtgyjR4/GwIGuBVulhYv4/spYTE9knRKtWcH8XhjEuSy3EXk1rBN+36gQzO6mE+4MxT6FYT+UprQTouKxfkYUAm2ca52k4Iqva1FttLopPAesmuwFSUr7+C7qwy3n3dCJRwcIuNwuUwwFbQJcZSmE4kLLscJxMJ8/3Wvz6UYEwhzJur5tAZr+ccIBF3bE165dCwCYM2cOY1+2bBlWrFgBAPjrX/8KnU6HpUuXorGxEWPHjsWmTZsQGmoNpHj99dexbNkyXHPNNQCAyy67DP/617889kIIgiCInnPNNdegvr4eK1euRFVVFYYNG4YPP/wQKSltwYOlpaVM+5tvvhktLS14/fXX8fDDDyMsLAxTpkzB448/7ta8ERoeH10cjRV5TXj9iPUpVnsQ59FGE168IBIBon/jitYXaLG+kHWgZiVp8OB5YR6dRx6QDIXnwZ2VvfENtYBOCwT6Lr+xLxkeqcK/J4Vjyc9Wzb19uu3/zQ7B2FjPZkmxxV1H3CFzSnEBYNABGuc3ZLdkBOOzYmvqwk9P6vDMhHCEqs7dIuf2Je2lrNFQImO8MpdibIQu4HDbReUsmlMihBm+k3w5o0tH3JXqlxzHYcWKFRbH3BmRkZF47bXX3FsdQRAE4XMWLlyIhQsXOj335ZdfOtjsd8m7i8hzWDkxAkMjRDyQ28Q4Yh8c1+HkGQkbLopCXKB/dq/yqg1Ymsv+JqaGClg7LQqCJ8qr2yKqoMQng6uwxoTw5SWQ04Z7dp5exE0ZwdhdZcTbTnaKM8NFrPDwzY499k8dunLElYhoyHGJ4M8GeHKSBOH4EUjDxzhtPyNRg8Qg3hJ4qjUr+OSkDn/K7J83V65g74ibJ3ovh7fx+BuAYr0R4owKQne3QH9ZGZT4jmNZvM25extGEARB9EpuHxqCTZdEI0LNOrd5NUbM/LwGv9c7zzXtTSpbJfxpa71F4wsAwSKHd2ZGI0LT/Z9S2VAH/eFnEVWzClLjYfacfeaUflbYxxn/mhjBZBgBrJIUrz4NcZYxJdF5xhRbpCw2OJPvRJ4i8BxuSmed7nO55D1fegKCzVMIhedhHjfVK3NJTUdhrviWsQUfMEPQA8KR/R308g3kiBMEQRC9jmmJAfjhyjikh7FOWalWwqVf1uBLH1biNEoKbttWz1R1BNqcw+wo9ytnMmMffQFS1TYE6I9Cf+AhyHprcKKDI96PSt13RKDI4a0Z0Qi3uQm7Z2QIzo/zniQFAPiKU0xBGTk2oUOJiS0O+cQ7qLDZzk12OcX3VBtR2Oj7G8vegLiHLWkvZY8FQiM6aN19FEWGsXAVYxMaZQQdaUuRKhwlR5wgCIIgHOgqiPMFHwVxPpjXhNxqNjjznpEhmDu4Z8GZcmsppLq9VoOkZ0pu20sj7DXM/ZW0cBE/z4nDAzmheDzTgL+P8a4kBQD4UrvS9i7shgOAlDWSORaO5QNmcwetgSFhIi4cwN5UnJO74oriKEvxQhEfADBXbIHczKY1DN1jBnf20iEc3Q/4MRicHHGCIAii19IexPmXYewjfQXAY/vO4I4dDTDYR/V5kLcLtVh7lE2BOjNR4xHn0Fz+jYNNqtkJc90vAJwV9elf1TU7Y2CIiAfPC8PlcZJPCv85BmoOdqmfEpcEOSLacswZ9eBLCjvp0Ra0act7x1thkntPViBfwBcXgq+y5mhXRBXMYyZ7fB7F1Azj8fWMTYi5EOp665MsvqEWXHUZ/AU54gRBEESvpj2I89+Twh0qcb5/thJnjRcqce6rMeK+3Wxw5qAQAeum9zw4U5FNMFV85/ScsXAVFMkIecBApnojV1sBGPRO+xA9w92MKRY4zq1y9wAwOzUAoSrr51qtk/Fd6bn1uTpkSxk1HggO7aB19zGefBsw2VRq5TVQZy6GlDGCaedPnTg54gRBEESf4PahIfj4ElY/DLTpbGd8XoNDHgzirNZJuGVrHYw2svBAgcOGi6IR2YPgzHak2t2sg2CDoquA6dRGQBMAJWaAxc4pCvjK0z2em3Ck2444ADnTTp5S+Hun7YNEHtfayZrOqZzisgwxbztj8oYsRW45AXPpF4xNNegG8AFxTLl7wL86cXLECYIgiD7D9MQA/HBlrNMgzj98WYOvTvU8iNMkK7h1W70lzVw7L02OwMgeBmda5ij7mjmWObbYi6nkA8i6CifylP4fsOlzDPq2pw1nUTjOZY044JhPXCg8CMhyB63bmG+XsnDLaT2qWj3/VKc3wh/PB19XZTlW1BqYcyZ5dA5FUWAoeAWA9XPgAhKgSmkrNOnUEfeTTpwccYIgCKJPkR6u6jCI8+Yf6vHi7z0L4nworwm7q9jgzLuyQ3DdkKAOeriHrKuA3PAbY6uPWQyowm0aGWEsXA0pyT6FYbFH1kBY4ctLmIwpSkwCoAnopAeLnDwYSlCI5ZjTNndZCXVsjArDIqw3k5ICfHj83NgVdwjSzLkACPDM31Y7UtV2yE1sKXt15mJwQlugrDxkKBS19TPmG2rBVflHJ06OOEEQBNHniNDw2HhxNP4y1DGI89Ffuh/E+W6RFq8dYYMzpyVo8Ng4z2XusA/S5MOGwhiQDnU6W0RJqsuDMZ7dJeUrzp2ATV/RE1lK2wCCg+aYL+hcnsJxHG62S2X4dlGrT7IA+RVZgpjHpi30tCxFMetgPLaWsQnR50OInmA1iCpHnbif5CnkiBMEQRB9EhXPYeWkCDw30TNBnL/VGnGvXXDmwBABb0yPhOihypmKbHYoLCImXtr23wGzwIdnM+d03E4oNoVEaUfc87hbUdMZDvKUggNd9rkhLQi2NYoKm8zYW2PsuEM/QDh6AHxTg+VYCQhqC9T0IKbi96AY66wGTgV1xv84ZN+RhvUOnTg54gRBEESfZuGwngdx1ugk3LK1HgYbvz1AADbMjEJ0gNBxRzeR6vZAMVodEQhBEOOmAWjbJdVk3QVw1p9mRWqAdpRVwsBVlQLmc7MAjLfo8Y44Oijs08XudmyggEsHshKY/h60aV/Exzx2CqDWdNDafWTtaZhOb2JsqpSrwQclObR10Ikf8Y9OnBxxgiAIos/THsSZFsY6za4EcZpkBbdtr0eplt09f/HCSIyO9mxFR3tZihg/HZxozaDBhwyGmDyHaaMdIcIc1naTwcmy37Ss/RUHRzzZtRziTJ/BWVBU1u8K31ALrrayy37zM1l5yqYTOmhNnQd69lnMZoh7f2RNnpSlKEpbQSzFWlCJ08RANehGp83lwVmsTrzRPzpxcsQJgiCIfkF6uAo/XBmHaQnuBXE+srcJOytZScAdw4NxQ5pnA8hkXRWks8V62hGTLnNopx48H5w6ymrggeYJItpX3lUgIOEGBh34GruMKQkp7o8jqiClDWdMXeUTB4BZSQEYEGh1xVrMCj4r7nnmn96IcHgfOO0Zy7ESHNZW1t5DaPSHINWzf1/q9IXMjS5DL9GJkyNOEARB9BsiNDw+uiQaC10M4vzgeCtW57PBmZMHqPHE+eHwNG3acOvcfGg6hNAMh3acGAx1xiLGZkwUYBjU9pPNl1EKQ09hnw5SiU3otlRC7oZOXOQ53JjuGLTZH3HIljJuKiCKHbR2D0UyILzhY8bGR4yEcFb21RG9QSdOjjhBEATRr1DxHJ6bFIGVHQRxzjkbxFnQwuGvOxuY88nBAtbPiILKQ8GZ7SiyBHPFFsYmJjruhrcjxE0DH8k6Cc3jVZBFyiXuSbpb2t4ZjvnEO8+c0o599pTdVUYca+pncQBGA8R9OxiTeaLnZCmmUx9BlGwDNHloMpc4BGja0xt04uSIEwRBEP2SvwwLwUcXOwZx5lYbMfOLGtx/RAO9jSxcczY4M8aDwZntSPW/QDHUWg28BmL89A7bcxwHTeadAGfdMZSDOGhzRHLEPYgnAjXbkdKGQ+GtbhVfeRpcU32X/dLDVZgUz8YivHusf+2KC7/ngdNbX5McHglp6GiPjC3rqmAq+YCxiUlXgQ/p+qaqN+jEyREnCIIg+i0zkgLwvZMgztMtEioN7E/gCxdEIifGs8GZ7ZjL2UqaYvw0cGJwB63b4IMHQpVyDWNrHSZA1p0C5HOjCqO38aQjjoAgyIMy2fG7uSv+3rFWmOX+k1PcQZYyfgbA9/yGV1FkGIteAWSbGA9VONSDb3FxYf7XiZMjThAEQfRrMsJV+N5JEKcti4YFO2h1PYVsqIVUm8fYxMTLXeqrSr0JnCbOauA5NI/lgOpyTy7xnIUvO8kc98gRh7N84l0HbALA3NRAhNgkFa9olbG1zNCjtfQaDDqIv+1mTObxMzwytOnk25Bq9zA2ddoCcKqQDno44m+dODniBEEQRL8n8mwQ5+1DHXehJ8Wr8c/xng/ObMdc/i0Aa0o6LjgVfFiWS305IQDqzMWMzTSAh1T8hSeXeG6ibwVfW2U5VDi+exlTbHDUibvmiIeoeFw9mM3u8XaRtoPWfQvxt13gjHrLsRwVBzk9u5MermGq+B6m4vcYGx+WBTHhErfG8bdOnBxxgiAI4pxAxXP499kgzvbNx4xwEf/1QnBmO4oiw1zB5g5XJV3eZRCZLULMBVDpYhibQbsFiqnFI2s8V+HLTzHHSlxij4vLSJkj2TlOHQd0rjnU8+3kKV+f0qNW3/clSA6ylAkzAL5n7qfU8DuMR19gbXwINNkrwHHuje1vnTg54gRBEMQ5xV+GheDA9QPwcrYe26+KRVyg54Mz25Hqf4Wir7YaeDXEePcey3MchwD1LMAm7aLC6WE8+ZanlnlO4mlZCgAgJBxSonUcTpEhFB1yqev4ODUywq3BuWYF+OB4H88p3toC4SAry+ppER+5tQz6359gCveAV6E+ZhH4wAHuD+hnnTg54gRBEMQ5R1KwgAmRMoJV3v0ZdAjSjJsKThXq9jhc4ggE/87ujppLv4DUXNSj9Z3LeDRQ03acLHZX3FWdOMdxuMVuV3xDodZpEaq+gvjrz+DM1lSMcnwS5NTMTnp0jmI6A/2BRwBzM2PXDLsfJk0PUk/6USdOjjhBEARBeAHZUA+pNpexiYmXdm+sxFQEHzJDaLYtfy7DWLAKitJPS6J7GU/mELdFymLT8rmqEweAG9KCmNz3RxrN+LW27+YUF3OdZEtxQ5ZliyKboP/9H1B0rGxENfhPEOM7L9zTFf7UiZMjThAEQRBewFzxHaBYd7G5oBTw4d0LUlMiogF1MEL3mBm7fOaoQ6EgwjW8tSMuZbIBm/yJo4DRtQwo8UECLkkOYGwb+mrQZnMjhMNsyfnuFvFRFAXGoy9CbmTTQYoDLoIq9cZuL7Edf+rEyREnCIIgCA/jNEgz8VK3gjQZOA5y4iBoymRoTrESFePxN6GYznR3qecmulbwdXYZUwYke2RoJToOcky85Zgzm9qccRexD9r8+IQOrea+99RD/GUHONm6bikpFXLykG6NZSr5AObK7xkbHz4C6qF/7f7flC1+1ImTI04QBEEQHkZuOABFV2E1cCqICbN6NubZHdvQPFNbJF87pjMwHn+zR2Ofa/DlxcyxEp/U44wptkiZ3ZenXDIwAHGBVvfsjEnB5yX6Tnr0ThyzpXRvN9xc9RNMJ9YzNi4wEQGjHgHHe64Al7904uSIEwRBEH6hLwehdYWpnN0NF+IuBKcK69GY7TmuBS0QcoCVqJjLv4HU5Pqu67mOt2Qp7XQ3nzjQlmZzXppj0GZfgmusc3Bku+OIS01HYDiykjWKIQgY/USP/54c5vKTTpwccYIgCMIvSHV5XTfqgyjGRkg1OxmbKvGyHo9r6ywG5UsQWlW2s8JY+DIUpe/nnfYFXnfE7fKJC0WHAcncQWtH7Eve76g04uQZ1/v7GzFvOzgbJ1YalAnFTemPrKuE/uDjgGwTrMqJCBj5CPggz8iImPn8pBMnR5wgCILwC8Zj66DI/c9xNFf+wOQ45gKTwEeM6qSHa8iJg6xjykDoL6xuWG4+BnPZlz2e51zAKznEbVASUiCHRliOOX1rW3EfF8mKUGF8LCu7eOdYq8fW520cZCluBmkqZi30Bx8FTI2MXT30bgiRPf9bcoqfdOLkiBMEQRB+QWk91e8yfiiKApN97vCeBGnajh0dD8VGx6w5qYUYOZFpYzzxXyjGhh7P1d/hy0qYY0+lLrTAcZB7IE8BgPmZ7K74e0WtkOTeL+fiaishHDvM2Mzjp7vcX5HNMBz6JxQt+xmpBs2Dys3y9e7iD504OeIEQRCE3zCdfBuKuY9XD7RBbjwEpbXUauBEqBIu9szgPA85YRBjClBNB4RAq8GshfHYOs/M11/RacHXW6udKrznMqbY4iBPKfy9g5bOmZsaiCDRegNX1iphe4VraRD9iZi3nTmW0kdAiXGt4qWiKDAWvgKp/lfGLsRNgWrInzy1xA7xh06cHHGCIAjCbyjGBphOf+zvZXgM+91wIWYiOHVEB63dR05MYY7FygaoB89nbObK7yE1ulZW/VzEXh+uxCcDKs9l32jHIZ94wUG3nLowNY+5qYGM7e3C3i9PcSji44YsxXz6E5jLv2JsfNhQaIbdD47zvsvqD504OeIEQRCEXzGd+giyod7fy+gxiqkZUs0OxqZKutyjc9hrmbnyEojJc8AFs3ZDwctQ5L4T3OdLvB2oaRk3JQ1KgNWR5psbwVWccmsM+5ziX57SobEXF9rkKk9DKCm0HCscB/P5rlW9NNfshvHY6+x4AXEIGPUoOMFzqSU7xZlO/Mhv3p3Sq6MTBOFRRA7Y4eVHkzohFuIZMwaH0eWB8BGSHqaTG6AZere/V9IjzJU/MBkeuIAB4CNzOunhPvbSFL68BBwvQpN1F/S/3m+xK9pimEs/gyrlWo/O3x/wVml7BwQRUsYIiL/vtZoKf4c5cVAnnVgmxasxJFTAiea2oGaTDHxTI+J8jy/WM4h7tjHH0tCctqqwXSA1F8Fw+BkANk8MhCAEjHoCnDrSw6vsYi3DciDaVAQVju6HecZVXpuPfmkJog9RZ5Axf6v3dw4/vzSQHHHCp5grvoFq4FzwwSldN+6FdByk6dkHz3KSoyMOAELECIgDZjHVB40nN0CInwZeE+PRNfR1HB1x1x1jd5EyR7GOeMFBmKdf6XJ/juMwPzMYT+yzVk7dXCniYUXxTEVJD9OdIj6yoRaGA48Bss0mE8dDM+JB8CGpnl2gCzjoxI+e1Yl76f0maQpBEAThF7jAJOuBIsN4vO8GGcpnjrBZHjgeoqeCNG1Q4hKhCNabZL6pHmhpc9LU6bcDYrC1saSDseh1+yHOebydutAWe524UHjA7TFuTA8Cb+MDFrXyOFDX+/QpfOkJCDY3OYogwDxuSqd9FLMOhgOPQjHWMXZ1xhKI0eO8scwukQcPtdOJ14GrKu2kR88gR5wgCILwC+q0BcyxVLsHUoN7Kd56C+YyuyDN6IngNV0/kncbQXTI8NG+K86pI6EecitzTqr+EVK9dzWufQptM/iGWsuhIgiQBwz02nTykKFQRGvhJb62ClxddSc9HEkIEnBxEquR3lDU+4I27YM0pexxQGjHgcqKIsGQ/yzkFja/ujjwaqiSXX9q4HFE0THjzRHvpTF0yRHfuXMn5s2bh2HDhiEiIgLvvPMOc/6OO+5AREQE82/WrFlMG4PBgKVLl2LIkCFITEzEvHnzUFbm/YpFBEEQhHusXbsWo0aNQnx8PKZNm4Zdu3Z12t5oNOKf//wnRo0ahbi4OIwYMQJr1qzpch4h9kLw4cPZsY6thaLIHfTonShmLczVPzE2MfFSr80nJ6Yyx+2OOACISVeAD01nzhsKX4Ei974dVH9g+14BZzOmiKoOWnsAtQbykKGMyd184gBwc0Ywc7zxRCt05l6UU1xR3JalGI+tg1Sby9iEmAlQpy/0+PLcxak8xUu45IhrtVoMHz4czzzzDAIDA522mT59OgoKCiz/Nm7cyJxfsWIFPv/8c6xbtw5fffUVmpubccMNN0CS+l9VNYIgiL7Kpk2bsHz5ctx333346aefMH78eFx//fU4ffp0h31uv/12/PDDD3jxxRexd+9erF+/HtnZ2V3OxXGcw4+u3FwIyc6p7e2YK7cy+lZOEwsheqzX5lMSnevEAYDjBKgz7wJg1TIoradhOrXJa+vpS/gqY4otDvKUAvcd8UsHBiBaY3XZmowKfijT93htnoIvLgBfXW45VkQVzGMu7LC9qexLmE+z30k+JA2a4cvBcYLX1ukqTgv7eCmfuEuO+CWXXIJHHnkEc+bMAc8776LRaBAfH2/5FxlpjXJtamrC22+/jSeeeAIzZsxATk4OXn31VRw+fBjbt2/3yAshCIIges6qVatw00034dZbb0VWVhZWrlyJ+Ph4vPHGG07bb926FT/++CM2btyIGTNmYNCgQRg3bhymTOlcG9qOED4cQiz7g208vh6KbOzxa/EFiqLA7BCk+QevOhMdBWy2I4QPddiRNxW/C1nvniSiP9IbHHG+G464WuBwzRB2I/SnCulQNQAAIABJREFUXlTcxyFbyqgJQFCI07bmul9gLFzF2Dh1NDSjHgMnOt/s9TVyqn0+ce/pxD2mEd+9ezfS09MxduxY3H333aipqbGc279/P0wmE2bOtD6mSE5ORlZWFvbs2eOpJRAEQRA9wGg0Yv/+/cy1GgBmzpzZ4bX6yy+/xHnnnYdVq1Zh+PDhGDNmDB544AG0tLS4PK867c+AjeOq6CthLv2iey/Cx8jNhZBbTthYeIgJf/DunJ1IU9pRpy0AVGE2nQwwFnUtF+rv2DvikrdSF9rOkZENxSZ7jlBeDLQ0uT3O9ARWJ/5zZS9xxGXZwRHvqIiP3FIMw6GnAFv5Ga+BZvRj4ANivblK9/ChTtwjjvisWbOwZs0afPbZZ3jyySexb98+zJ49GwZD25ekuroagiAgOpoNXImNjUV1Nd2hEwRB9Abq6uogSRJiY9kfxM6u1cXFxcjNzcWhQ4fw1ltvYeXKlfjhhx+wZMkSl+flg5IgJl3B2IzF70IxNbv/InyMufwb5liIHud1h0IekMw4dnxdFaBng/c4VZhjMGzNLpjr9uJcxh874ggKgZySxpjcLXcPABcO0MA2gV5+gxm1ev/Le/ljh8HXW68PijoA5pxJDu0UYwP0Bx8BJNvvKgdN9nIIoRk+WKl7+Eon7pFEwddeay0YkJ2djZycHIwcORJbtmzB7NmzO+ynuJAHs6ioyBNL9Al9aa3t9Pc16wTf3GHLsm+Cy3w1j06nQ1GRexXg/E1f+i5nZPS+Hx1b7K/LnV2rZVkGx3F4/fXXER4eDgBYuXIlrrnmGlRXVyMuLq7DeWw/M16eiDjuW/DKWd2ruQXV+9fgTMTcHr6azunJ94aT9Yiv+IHZ0armcmDo5pjurGVYZAwCbJyf0j07obPbKYcyBDHqVKiNxRaT9vCLqB7wIMB1HqDYm/6ePLUWQd+KUY3WjCkyL6CwWQe4MX5315IUl4K4EmvfM3t+QnlovNvjZAYHoEBr/cZ9/FsJZsb41xnXbtkE2/qfjekjUXzKTsYhGxFT8xLURvaGviliLrSNMUCjZz5jT35vg0KikWVrOPQLigoLu8wn7u713SsVOxISEpCYmIgTJ9oe18XFxUGSJNTV1SEmxlpYoLa2FhdccEGnY/X2H6x2ioqK+sxa2zkX1lxZYQCg9d6CztJR7ERfnScwMBAZCX3nu9EXv8u9kejoaAiC4LD7XVtb67BL3k58fDwSEhIsTjgAZGZmAgBKS0s7dcTtPzNjwDyYTqy3HIdof0LsiD+BD3TfYXGFnn5vTGVfw6hYteycOhoDR8wBx7uvD3d3LWJqBmDjiKcKMsxO+ksJ90O/924AbTfxorkWg1S/Qj14vsfW4k08uRbebhdaSRiIjKHDfLIWoXEKsPcHy3FM1SkEd2OsWQ1NKDhslX0dQxQWZ3ScItDbFBUUILqI3SkOmDWbeZ8URYbh8NOQbG4IgbYMPwmZizxWmMjj39vBg6G8+wI4Y9vmgKqlCZlhgVA8nO7SK7/qdXV1qKioQHx828UzJycHKpUK27ZZNURlZWUoKCjAhAkTvLEEgiAIwk3UajVycnKYazUAbNu2rcNr9cSJE1FZWclowo8fb8sLPHCgez9YqoFzwdlWgZRNMJ74r1tj+BJz+VfMsZhwcbec8O7gWOq+2Gk7ITQdol1OZlPJB5Bby52278/4rLS9E2T7gM2SQgc5kStMHqBmjv2tEw8pKQDf1GA5VgKDIY0cz7QxnXgLUvUOxiZEjYE6445eWR3Ugo904i454i0tLTh48CAOHjwIWZZRWlqKgwcP4vTp02hpacHDDz+MvLw8lJSUYMeOHZg3bx5iY2Nx5ZVtf/zh4eG45ZZb8Mgjj2D79u04cOAAFi9ejOzsbEyfPt3jL4ogCILoHnfeeSfeffddvPXWWygoKMCyZctQWVmJBQva9MaLFy/G4sWLLe2vu+46REVF4c4778SRI0eQm5uL5cuXY86cOR3uoncEJwRANfhPjE2q2gqpuffIJNqRmo9DZtbFeTV3uD322ma+vGMpmXrwn8CprZnMIJtgLFoNxUvp2HorDo54ovdK29ujhEcxhYM4WYZwPN/tcSbFa8DD+rkdaTSjRuc/aUpkPhtzYB47GVBbg0pNFd/BVPI+04YLToFmxEPgeK+IMjyKL3TiLr0Lv/32G6666irL8dNPP42nn34aN954I55//nnk5+fj/fffR1NTE+Lj4zFlyhS8+eabCA0NtfR56qmnIAgCFixYAL1ej6lTp2LNmjUQBP/niyR8z8kzZpRq3b946ITYs3IT19BL59YPDUH0lGuuuQb19fVYuXIlqqqqMGzYMHz44YdISUkB0CY3sSUkJASffvopHnjgAcycORMRERG44oor8Oijj3ZrfjHhIphOb4KiLbbYjMfWISDn6V61e2afslCIOg984ACfzS8npjDHHe2IAwCnCoEq7XYYjzxnsUl1eyHV7oYY27k8tD/hUNo+OdWn80uZI8FXWvPxCwUH26pPukGEhkdWiIwjLVbfaWelEXMH+yHtn9mEiKO/siabIj5Sw0EYj77I9lFFIGDUE+BEtkBRb6XDfOIevBa55IhPmTIFjY2NHZ7ftKnrQgEBAQFYuXIlVq5c6frqiH5LqVbCVd/Udt3QKa5rvjfMjOrmHARx7rJw4UIsXOi8ut2XX37pYMvIyMAnn3zikbk5ToA6fSEMBx622OSG/ZDqf4EYfb5H5ugpiqRvK+Jjg5h4uU/XICewjjhXXQEYDcxupC3igItgrtgCudGqkzYWroEQNQacEOC0T3/Dn9IUAJCyRkP1k1XO1J184gAwNpx1xHdUGvziiAuH90HUWX+PlZAwSMPbClnJraXQ//4EoJitHXgVAkY96tMb1p7Snk+8XSfenk/ckzpx30R+EQRBEISLCFFjwUeex9iMx9ZBUfyfqg1AWzl72xRsqggIMT6OdwoIghxjDWLlFBl8ZccFRziOgybzTsAm7aFiqIap+D2vLrPX0HIGfFO95VARRChxST5dgpRlV2HzeD5gNrk9zthw9u/gZz8V9hFz7Uraj5sGiCIU0xnoDzwKmNlaApph90MIdz04tlfgA504OeIEQRBEr4LjOKjTbwdTpl1bDHPFd/5blA3mMlaWokq4BBzfeTpAb+BqwKblfEgqxGQ2HaTp1MeQtac76NF/sH9v5ISBgOhbjbISMwBypDUYmTMZwRcXuj1OTpgM3kYZUdBkRlWrj29SjQaIv/7MmMwTZ0KRjdD//g8oujLmnGrIrRDjp/lyhR7D2zpxcsQJgiCIXocQmg5xAFudz3TibSiS3k8rakNuKYZ85ghj82WQJrMWNwI221EPng9ObVNcTzHDULiq3wdu+qWQjz0c51DuXig44PYwISKQE83e+O38//buPD6K+vwD+Gdm9sh9kGNzJxACIdyCAREEQfCgCqKIqNWCKKKtpbX8BOutLSJYxQooRhQVq4hYUfzVC5QjHPpDyiUQhAAhd0LuY4+Z3x8huzuzm2M3szOzyfN+vXi1880cX3CzefLd5/s8CldP4Q7tB+NU9YUP7wVrv8EwH39VlP4EALq4a6BPvV3R+cmpzTxxmVAgTgghRJP0fe4BnFaaBXMFLOc63pPkSxbJJk02chjYoARV5iLNE+9oRRwAGF0QDBn3i+9z8SBspTvknJrmqJ0f3srWf6jomPMyT3xcnHgvwE6FA3F97teiY2v21bCc/xjW4m9F42zEYBgyH9bURmtPteaJt2rNE5cLBeKEEEI0iQ2IhT7pZtGY5dzHEMwX27jCtwRbM6zF34nG9CqthgOuq7pM4dlOXcfFXuWag5+3FoLV87rW/kITK+IA+P6SfOO8I4AXHZPHxosD8V3F5jbOlB976ih0/yeuC944OBIWSc1/JjARAYOfAMOKa5/7HR/niVMgTgghRLP0qbcB+jDHgK0R5jMbVJmLrWyXeAOaPgyciuX/pHWw2eICwGpt42yHlo2bDwKMI0daMFfAfOZ92eeoFS6lC9UKxBPSIAQ7SjszDXVgC860c4V7o00GcE6LzHnVVhQpkSfO8zC+/0/RUNOgJDRd/Eh8ni4UAUOfBeP8vevHfJknToE4IYQQzWL0ITCk3SEasxZ+qcoGQ0vhf0THurhr1F3tCw4FH+4o0crYrGBKL7RzgQMbnAx9yi2iMWvBv8HXeR4Ual5dtbj7o04PIVaddCKwLGwZktVVL/LEQ/Ushkcrnyeuy/0G3Jnj9mNbCIOayxsB3qn6C6NDwOAnwAYpW5XGl3yZJ06BOCGEEE3TJU4FExDvGBB4mH99W9E58PXnXTah6ROuV3QO7nizYbOVPm02GGOsY0Dg0Xxilawb0bSALcgXHfNxyQCnXldHaRlD9uThNs5sn0ueuK/LGDY1wPDxWvshrwcqrg+DwIt7exgy/wgucoj0ar/myzxxCsQJIYRoGsPqYUifIxqzlefCVnVEsTlIV8PZ8EFgg+Vr6uEtbzZstmK4ABj6PSC+X/URBDbsl2NqmqGV/PBWLvXETx7y6pcf1zxx3wbihi8+AFtVAQAQGKDqaiOEIPEz9am3Qx8/2afzUIUP88QpECeEEKJ5XOw4sGH9RWPmUzmKlN0TeDOsxeIa5mqVLJRyXRHv3IbNVlz0FeAkHUvDqj6DYKlr4wr/o5X8cPvzU/u5rq52MqXI2ahYA3ROeeK/1thQWO+bPHGmrAj6/zjywOuG62CJF1dC4WKvgr7P3T55vha45In/8rMs96VAnBBCiOa1NPm5TzTG1xyHrWxnG1fIx1a2B7DUOAZ0IdDFjvP5cztDkG7Y9DAQZxgGhowFojKRHF8L85l3ZZmfFmildKGdTgdb3yzREHfC8/SUED2Ly6LFexR8tSpu/HANGEtLHrgtmEHDQHFqDxuWCeOAR8Aw3Tes9FWeePf9FyOEENKtcBGDwEVfIRoz//o2BN7zNuGekNYO18VNBMMZ2zhbWS6VU4rOeVwOjw1KgD51lmjMemEr+MaSLs9PC6S/nPBJaepMxIlLY5+TXtYTjxcH4r7IE2ePH4TuJ0ed+bphOlH0yBijETDkKc18T/iKS554dSWY4q5vGqdAnBBCiN8wpM8FnFbdhMYiWC9s9dnz+IZC8BfFuaBa2KTZSgiLhBDsKBHHmJvBVHgeQOtTbgMTEOd0YxssZz+UY4rqqq0CW+NUMUWvYsUUJ7y7PHEvjPV1Yx/eBuMGR7lCawSDpnROdIq+zz1gDJHyPleL3OWJy1DGkAJxQgghfoMNToZOEgib8z/wWU6ztUiySTMsE2yIyqkNzhgGfKJkVVySitGp23AG6HtLykQWfQ2+sbgrs1OdS1pKfArAcu5PVpAtPQsC55gHW3IBzKWNkJ7IjjVA7xTJ5dfacL6u41rynaX74Utw5361H9cN1wFOqeEWXRx0cRNle57WueaJUyBOCCGkhzH0vgvgHB8Rw1IDy7mNsj9H4K2wFkk3ad4g+3O6io/vWp54K51pEphA5zKRNljOftT2BX5Ac/nhrYwB4NPEm4+9aXcfrGcxwiVPXKYumw11MHzylv3QHMOgOUX8S0xtxI1gGPV/sVGKL/LEKRAnhBDiVxhDJPQpM0VjlvP/Bt9UJutzbOV7IZgdaQ3ggqAzXSXrM+TgsiLuZSDOsBz00uZJfr4qrrXShc5c64l7mZ7iozKGhs/eBVtbBQAQANSNFAf8bFgmmgIGu7my++LT+kMwypsnToE4IYQQv6NPuQWMwdFVErwZltPrZX2G1e0mzYA2zlaPy4ZND2qJS+lME2HVxTgGBBss+f6bK85prHShM9k2bMbJv2GTKT4P/Tef2I/NCSwsseJyhS37NRjppd2bD/LEKRAnhBDidxguAPo+vxWNWYu/g632tCz35xuLYas8IBrTSu1wKT4hTXTMFp7z+uNyhuVQG3ataMxa/I3froprekU8Y5DomD1/Gqiv9fg+l8caYHCK5s7V2XC2tmt54sZ/rQZja6lJLgCoyxb/Asr1Gtntumd2ltx54hSIE0II8Uu6uClggp07Swown8qR5d7Woq/QEoK0YEMzwIX2leXechN6xUAICLQfM431YC6We32/xqCRYAITnR5ggyX/X12ZoiqYmotgaqvtx4LeACEmvp0rFBYSBltSH/shIwjg8jzvFhukYzEiRr564tzh/dAd3GM/bk5jYQ0Xl8TUp//O6/v7O5dAvIt54hSIE0II8UsMy8GQfq9ojL94ANaK/+vSfQXeBmvh16IxaaUWTWEY2TZsttyPgz5ttmjIWvwt+MYi7++pAq1WTHHmtt29F8a55Il7uWHTaoXxg1X2Q4EBarODRadwseM1+0upEuTOE6dAnBBCiN/iorLBRgwVjVl+zYEgeN/q21axH4LZqZQcFwCdaYLX91OCXBs2W+lMV/v9qjhboN388Fa8NN/Yi8opgJt64kXNELxYpdVv3yJ67TT248AHOjXMYjgY+tzj1Ry7DZnzxCkQJ4QQ4rcYhoGh7zzRGF93Btbi77y+p7VQXDtcFzsBjC7I6/spQc4Nm8ClTxukdcX9bFXcpaOmVkoXOpFu2GTPnADMnqeVZMcYYHRa7C+ot+FsnYe/jNZVw/Dp2/ZDgQPqRopXw3Xx14INUr8hktrkzBOnQJwQQohf48IywJmuFo1ZTr8LweZ5QMM3lcFW8aNoTJeo4bSUS9xu2OwiLnYCmCDnVXHer1bFtbxRs5XQKwZ8jCOwZWxWcL8e8/g+AToGl8d0rXqKYfPbYJw2i9YPDoCgc0pxYQ3Q977T47l1R3LmiVMgTgghxO8Z+twDMHr7sdBcDsv5Tz2+j7XoawCOjWlsSB+wof3kmKJPyb0iDlxaFZfWFS/+FnxDYZfv7XOCAFbDpQud2fqL0xzYk4e9uo80PcWTDZtswWnot2+xH/MGoGGIOLDXJ00Ha4zyam7djZx54hSIE0II8XtsYBx0STeJxixnN0IwV3X6HoJgc01LSbgOjB/UShZi4iDoHb+IMLXVQE3n/+5t4Uz+uSrO1FwEU1djPxYMRm1VTHHiUk/8xH+9uo/Lhs0ic+fyxAUBhg9WgeEdv4DWZUdAYJxWw3Uh0KfOdHNxDyVjnjgF4oQQQroFQ9rtgC7EMWBrgDn/g05fb6s8AKHZqTsna4TONFHGGfoQy7VUBXEe6uKGTQBgGA6GNHE6grXkO82virtWTEkFWG2GPLb+4s3G3KmjgM3zOuAjYwwIcMoTv9BgQ35tx3ni3M+50B11VBqyBQKN6eLn61NmgtGHejyn7kyuPHFtvioJIYQQDzH6UBikZfcubAXfcKFT17t00owdB0Yf0sbZ2uNawjBflvtypvFggpIcA36wKu4P+eGtBFMi+PBI+zHT3AT27CmP72PkGGTHSqqndJSeYjHD+OFq0VDthHgAjkCcMfSCPnmax/Pp7uTKE6dAnBBCSLehS7oRTIDJMSDYYP717bYvuIRvroCtfK/4Xok3yD09n5IGm3KsiAP+uSrukh+elKbORDqDYcDL1O5+rKTd/a4ONmzqv9kMtsTxi6oljEVzbLX4nN53guECpJf2eHLliVMgTgghpNtgWAMMfX4nGrOV7YKtuv1KFNaibwDBkSPLBKeADRvgiyn6jOuGTXkCcQDgTFeBCUp2DAg8LB6k/SjNZUVcUlVGa3yVJ76zuO164kx1JQyfvSsaq5uSAufNykxgPHTx13o1l25PpjxxCsQJIYR0K5xpPNjQDNGY+VROmwGJIPAumzT1CTf4xSZNZy6B+AX5AvGWVXFpBZVtnU77UZQg+FVqCuCuw+ZhgOfbOLttl0UbEMg5XrdFDTxO17jPEzd88haYpgb7sTkhGObgYvE5fe4Bw+o8nkdPIUeeOAXihBBCuhWGYV2b/FQfg61st9vz+YsHITQ5BSCsHrq4Sb6cok8IpkQInGO3HltVDjTUyXb/llVx5w2h2swVZ6orRfWwBUMAhOg4FWfUMT65D4RAR/Mcpq4GTJHnteCNHINRJkk9cTd54uzZPOh2fCkaq50krirDhqSDi73K4zn0JG7zxD1EgTghhJBuh4scCi5qlGjM/OvbEHjXahQWySZNLmasf1aI0OkhmJJEQ3KmpzCMu26b28A3FMj2DDm4pqWkaLZiih3LwZYxSDTkbXpKh/XEBQHG9/8JxukToqYsE6ys+L+jPv13YBiN/7upzF2euKfoX5gQQki3ZOg7F84/5oTGC7AWilcBBXMVbGV7RGP6BO130myLL/PEAYCLHaf5VXHXtBTttbZ3xyVP3MvGPuPiXDtsOqdlcT/+INoMKgCouyJMdA0bMRhcr5FePb9HcZMn7ikKxAkhhHRLbHAqdAnijWbmMxsgWOvtx5aibwDBqVRbUCLYiK79YFWTrwPxllVxSQWV4u2aWhX3t/zwVi554ie8q5wyPNqAIJ0jT7ykkcepmkuvcXMzjB+uEZ3fODYTNqu42ochfY7f7ZFQizQ9xVMUiBNCCOm29L3vAlinj+ot1bCc/bjl/wuCm02a1/t1AOLrQBwAuNixYILFq+LmM9qpoOIvre2l+N79Rd1R2cpSMOXF7VzhnoFjMDpWuire0iVT/78fga0ocTxTx6F+gFl0Lhc9Glx4lsfP7akoECeEEELawBqjoE+5VTRmOf8p+OZyGJpPQWh0qvrB6KCLu0bhGcpLiUC8pYLKXaIxW8n34Os9r6EsOz+smGKnN4DvIw6AvV0VHyttd1/cDKayDIYvxL8w1U+9HLzZuR4841L+k7RPmifuKQrECSGEdGv6lFvAGBydC8E3w3L6XQTV54rO42LGgDFEKDw7efHxKRCcVvSZ8mKguVH257SsijsH/TzMGqgrzlRVgHGqFCMYAyBEmdq5QlvkSk8Z52bDpmHjWjDmJvsYHxaKxlhx+Uld3CSwIWlePbPH6mKeeKcC8d27d+P222/HgAEDEBERgQ0bNoi+LggCli5diszMTMTFxWHq1Kn45ZdfROdUVVXh/vvvR0pKClJSUnD//fejqqrK64kTQgjxjZycHAwZMgQmkwnjx49Hbm5uxxcB2LNnD6KionDFFVf4eIaeYXRBLSkqTqxF3yCw4WfRmD9v0rQzGCFEO8rQMYIAtkj+lWqGYV1yxW0lP6i+Ku62kY/WK6Y4cd2w6V0gPixaj2CnPPHexSeg3/ON6Jzam7MhmMscA4zO5fuEdE5X0lM69eqsr69HVlYWXnjhBQQGBrp8feXKlVi1ahWWLVuGbdu2ISYmBjfffDNqax11POfNm4dDhw7h448/xqZNm3Do0CHMnz/f64kTQgiR3+bNm7F48WI88sgj2LFjB7KzszFz5kycP99+gFVVVYUHHngA48ePV2imntHFXyfuDAkBDByNTpiAeLCRQ5WfmA/wib5PTwEulXnU2Kq4v+aHt7L1HQjBqWQgW3QOTM1Fj++jZxlccameOCPw+Mep90Rft6SmoUl/RDSmS5wKNlDb9da1yueB+JQpU/Dkk09i2rRpYCW/WQqCgDVr1mDhwoWYNm0asrKysGbNGtTV1WHTpk0AgBMnTuDbb7/FK6+8glGjRiE7Oxsvv/wyvvrqK+Tl5Xk9eUIIIfJatWoV7rjjDtxzzz3o378/li9fDpPJhHXr1rV73e9//3vMnj0bl19+uUIz9QzDcjCkz23z67qEa7tNzWQl8sSBtlbF1c0V99v88FaBQeBT+4qGWC/LGLbWE7+jZDdG1f4q+lr9bwYClmrHABcAQ9psr55DupYn3uV3nbNnz6KkpAQTJ060jwUGBmLMmDHYt28fAGD//v0ICQnBqFGO5gqjR49GcHCw/RxCCCHqMpvNOHjwoOj9HAAmTpzY7nt1Tk4OSktLsWjRIl9PsUu46NFgwwe5foHhoIufovyEfESpQBxoXRVPcxoRVF0VZy+I/65+F4gDsPUXfzLjdZ54vBHB1ib8/fRHonFz9mg0N0pq5yfP8Pv9EarqQp54lwPxkpKWMjgxMTGi8ZiYGJSWlgIASktLERUVJSoJxTAMoqOj7ecQQghRV0VFBWw2W7vv51JHjx7FsmXLsHbtWnBO7dW1iGEYGDLucxnnokeBNfZSYUa+wSekiY7ZwnyfPavtVXHP27N3mSCALfTv1BRAvjzxoVF6PH7hcySaHaktPKdH3dhYwNbgOFEfBn3KLV49gzh4m56ik2sC0rqrgiC4BN5S0nPc8afUFX+aayu15tzIxXR8kgx4nqfneKGxsRF5eSr8IO0Cf/r+y8jIUHsK7ero/bxVc3Mz7r33Xjz33HNIS0vz+Dnq/DdjERl4GQIbD9hHSjEczRp4/cj178E2W+C8psoUX8Cp479A4Dr/I9+juQixiNEnQG9pLYMnoOLwG6iK+l3n7yHDXPQ1FzGowdGsyWYw4mRlDXCxtp2rfDOXrtDpguG8tsqezcOvRw6BNzr26HVmHoaqcjx8dqtoLHfoOPSt2Abn7+bq4EkoPFMIb2npvVfNuRijUxA89W5EeXhdlwNxk6mlLFBpaSmSkpLs4+Xl5fZVldjYWJSXl4vezAVBQEVFhcvKi5TWf2C1ysvL85u5tlJzzsVFzQDqOzyvq6R7Gug5nRMYGIiMeP95Pfvj958WRUVFgeM4l9Vv5/dzZ8XFxTh+/DgeeughPPTQQwBaflkUBAFRUVH4+OOPXdJcnKn130xIewzNx5bDXHUcASk3IaX3jarMw5ncr2G+VwzYypaKGIzAo19IAPikzrV692Yu1oi5aD7yvP04qOEAogbfDzY4tZ2r5J0Ld/hH8UBSH2T069el53s7l67i41PAFrUshjCCgH5CE2wZQzyah/G1DdDzFvtxkSECFQNZZMCpk6wxGvFD54DhDO5u0SEtvfeqPpeMDGD0OI8v6/JP9dTUVJhMJmzfvt0+1tTUhD179thzwrOzs1FXV4f9+/fbz9m/fz/q6+tFeeOEEELUYzAYMGzYMNH7OQBs377d7XvAIr+HAAAgAElEQVR1QkICcnNzsXPnTvufuXPnok+fPti5cyeys7OVmrpHGH0IAoY+g5KE513SKroLPl4cADM+zBMHWmqwsyHOgb6geLdNv9+o6aSreeLs8YPQ//i9aGzlgCm4nNktGtP3/q3XQTiRR6dWxOvq6nD69GkALasdBQUFOHToECIjI5GcnIwFCxbgpZdeQkZGBvr27YsVK1YgODgYt97a0s2sf//+uOaaa/CnP/0JK1euhCAI+NOf/oRrr71WM79JEUIIAR566CHMnz8fI0aMwKhRo7Bu3ToUFxdjzpw5AGAvO/vGG29Ar9cjK0vcCTA6OhpGo9FlXIsSExPVnoKd3HPhE1OBoz/Zj9kL+U7FGuXHMCz0aXeKVsVtpTvA181WrEGMv5cudGbrNxj67z+3H3OeVE7hbTBueE009FNIb/TPKADHCPYxJijZ7zvJdgedCsR//vln3Hij46O7pUuXYunSpZg9ezbWrFmDP/7xj2hsbMSiRYtQVVWFESNGYPPmzQgNDbVf8+abb+LRRx/FjBkzAADXX389XnzxRZn/OoQQQrpixowZqKysxPLly1FSUoIBAwZg48aNSElJAQAUFBSoPEP5BAUFqT0FO7nn4rJhs8i3K+KAY1Wcr2sNiAWY8/+FgEFLfP5soLutiIs3bLKnjwEWM6DvePVat+N/wZ07JRpbPeQaLA0W1xI39LkHDKvtDdY9QacC8XHjxrXbBZNhGCxZsgRLlrT9zRYZGYm1a9d6PkNCCCGKmjdvHubNm+f2a1u3bnU73qqjnwVEGS4lDC/4PhBnGBb63neh+fBz9jHFVsUFwaVMI5/YuZx4LRKi48BHmcBWtFSmYywWsGeOg5dUVHHRUAfDphzR0LHMcfhNsjh/ng3tBy7mSlnnTLzTPboXEEIIIcTOpbtmyXnAZm3jbPlw0VeADenjNKJMXXGmsgxMo6MAgBAQBKGXMtW5fEVal5o70XF6imHLe2BrHQungsEI22/G4sqA46LzdOlzOqxaR5RBgTghhBDS3YSEgw91NGhhLBYwZcU+f2zrqrgzW+lO8HX5Pn2ua354KuDngaY0PaWjeuJMcQH0X38iGjPfMAumxi9EYzsas/CLMFCeSZIuo0CcEEII6YYE6aq4Dxv7OGtZFU93ngnM+Rt8+szulJbSyqWxT94RgG97y63xX6vBOH3qwfeKQWN2KoQ6cW3tF6pmYFexWd7JEq9RIE4IIYR0Q64dNn2fJw607BtTelW8O23UbCUkpEIIDbcfM431YM+fdnsud+Qn6A7misaaZ86D+Zw4LeiL+hH4r7k3dhY1yz9h4hUKxAkhhJBuSI0Nm6246NGSVXHAfOZ9nz2vO5UutGMY2DKkeeJu0lNsVhgk5QptfQehKdUGofGCfcwqsHixqqVyXW5JM2y8AKI+CsQJIYSQbsglEFeghGErt6viZbucShvKSBBcfsnoFoE43OSJn/ivyzn6bVvASdKOmmbfD4tkk+y/G8fiV2scAKDaLOBwpQVEfRSIE0IIId2QNBhlC88CPK/Y892visufK85UloJparAfC4HBECL9u2JKK2meOHvyMCA4rWTX1cDw6Tuicyxjr4XZcBJCc7nThXrsD7xVdN6uYkpP0QIKxAkhhJBuSAjvBSEo2H7MNDeBqSxV7Pltr4q7z3P2FluQLzrmE9P8vmJKKz61LwRjgP2YrbkIY2WJ/djw73fA1NfYj4WAQDTffCfM+R+K7qNPugmD4xNEYztpw6as/q/MjGd+qvb4uk419CGE9Cw6Bops5kkK5tA7jN6GSM9x7tw5rFy5Ejt27EBBQQH0ej2uuOIKPP300xgwYIC8D2MY8Alp4E4dtQ+xhWdhi46T9znt4KJHgw3tC77W0enRfOYDBAx+XLZndMv88FacDra+g6A7+pN9KPhcHjB6HNiCM9B/92/R6ebf3AVz9TbAWud0jyDoU2dhbK1RdO6e4pY8cY7tHr+0qO2fR+rw7/xGPDUyvOOTndBPQEKIi4pmHndtq/T5cz6/LpoCcdKj/Pzzz9i9ezduvPFGpKSkoKioCG+//TZuuOEG7N27FyaTSdbn8QmproH4kFGyPqM9ravizYeeto/ZynbBVnsaXGifti/0QHesmOLM1n+IKBAPOZcHCAIM/1oNxinViI+JR/PVk2D5ab7oen3qTDD6MGRFCuhlZFHZ3HJNjUXAoUoLhkcblPmLdGNna63YcrbRq2vpJyAhhBC/FvH2hY5P8lLVnERZ7zd58mRMmzZNNDZr1ixcccUVeO+99/CXv/xF1ue5Vk7Jl/X+ncFFjQIbmgG+1lHP2pK/AdzgJ2S5v2sg7v81xJ1JN2yGnM8D/9890B0Rt61vvn0BLBc+AXjHp5mMIRL6pOkAAJZhcGWcAZ+fbbJ/fVdRMwXiMnjjlzp4W4SGcsQJIYQQhQQFBdn/f0NDAyorKxEeHo709HQcPHhQ9ue51hI/J/szOuI+V3w3bLW/dv3mPO/SqKi7rYjzfQZA4Bzrpsaqchjf+YfoHGvmMFiy+sJa+KVoXJ82G4wu0H48Lk6cnrKTNmx2WY2Zx3snGzo+sQ0UiBNCCCEKaWpqwpNPPonMzEwkJCSgT58+SE9Px7Fjx1Bd7flGr47wCSmiY7YwX1x1QyFcVDbY0AzRmEWGbptMZSmYZscKrxAUDCEiqsv31RSDEXzvTNEQe9FREUVgWJjv/D3MZ94DBEfnTSbABF3C9aLrxsZL8sRLzLBSPfEueS+vAbUW7/8NKRAnhBBCFLJ48WK89tprmD59Ot555x1s3rwZ//73vzFgwADwPigtKESZIBgcVTeYhjow1b7f/yHlflU8t8ur4i5pKQm9u03FFGe2/oPb/Jp1wlRYIlnYSr4XjRv63A2G1YvGBkToEGV0hH61FgH/raB64t6y8gJeP1bX8YntoBxxQgghfk3uPG5f2rx5M26//Xa88MILovGqqir06tVL/geyLPj4FHBnTzqGCs/CpsKqccuqeD/wtY65WM5sADfkSa/v2d03aray9R8KbP2Xy7gQFIzmGffCcvofAByrskxwGjjTBJfzGYbB2HgDPst3yhMvbsaIGMoT98bWc004X+f4FMLIeX4PWhEnhBBCFMJxHARJasimTZtQVFTks2fyiepv2ATaWBUvz4XNqbShp1xKFyaleX0vLbP1HQjBzUq/edrvYOMLYKvYLxo3pM8Bw7iPCl3yxBUoVdtdrToiXg2/rU9QG2e2jVbECSGEEIVcf/31+PDDDxEaGoqsrCwcPnwYmzdvRlpams+eKd2wyRQpv2GzFRd1Odiw/uBrTtjHWlbFn/Lqfj1lRRzBoeCT+4A750jl4eOSYZ40DeZDi0WnsuFZ4KKy27yVNE98b4kZFl6AnuqJe+THUjP2l4mbIj04MMTj+9CKOCGEEKKQF154Ab/97W/x6aef4rHHHsMvv/yCTz75BImJvkuvcdmwqdKKONDWqvge71bFeR7shbPioW5WutCZ9bJxouPm2Q/CVv0z+OpjonFD+lww7eTJ9w/XISbAEf7VWQUcLKc8cU+tPipeDZ+UaMSASH0bZ7eNVsQJIYQQhYSFhWHlypVYuXKlaHzr1q0+e6Z0lZgtOuv+RIVwvUaCDcsEX3PcPmY58z64IU97dB+mogSM2aliSnAohHAf5NlrhOWGWWCrKmA+eRjclFtgHToK5v0Pis7horLBRQxq9z4Mw2BsnBGf5jsa0OwsbsblsZQn3llna634TNLAx5vVcIBWxAkhhJBuTYiJh6BzrNSx1ReBOvlLJXaW+1XxvbA5NfzpDLet7bthxRQ7YyCa5zyCk3P/CuvVN8JW8j2E+nynExgY0n/XqVuNk6Sn7KI8cY+s/aVe1MAnM0KHiQnGti9oBwXihBBCSHfG6cDHJYmG2EK1V8VHgA0T18a2nPGsrniPyQ93Q+AtMJ9+VzTGmSaADenTqevHxolXv/eWmmG2UT3xzmhp4FMvGntwYEi76UDtoUCcEEII6ea00GHTWZur4jWdXxVnC/JFx905P1zKWvi/EJqKHQMMB0Pv33b6+oxwHUyBjhCwwSrg53JzO1eQVu/nNaDGqYFPdADrVbWUVhSIE0IIId2coKENm63crornv9/p611a2yekuj9RBgJvUaUjqTsM3wxLvrimuC7herBBCZ2/x6U8cWc7iykQ74jNTQOfezODEaDzPiWKNmsSkTM1VhTU2zo+sYua6CMwQghRjMuKuMobNgHHqnjzfx+3j9nK98FWcxJcWL/2L+Z5l1V9uVJTBIGHUH8Otuqj4KuPwVZ1FEJTMeKhQ0NZJBhDBBhD6//2cnsMnfepCh0JrvsegvmiY4A1Qp822+P7jIs34pMzjg2Hu4qb8ZehoXJMsdv64lwTzkka+NybGdyle1IgTkQK6m248T/lPn/O+xO77852QgjRGtemPuoH4kDrqvgA8DW/2McsZzaAG/pMu9cx5cWSiilhXldMEWzN4GtOXgq8j8JW/QtgdW1bzsAKobkMQnNZxzdl9JcCc3mDdsFSg5Cab0Vj+uSbwRo975QqzRPfV2JGs02AkevGG167SFqy8LY+QYgN9KKdphMKxAkhhJBujjclQWBYMAIPAGArS4HGBiDQ+9xWOThWxf9qH7NVdLwq7najZmeDWXMVbNVHYas6Br76KPjaU4Bg9Wb67TzE4pOg3XL2I7CC4xcQ6EKgT7nVqymmh+kQH8SiqKHlNdFoE3Cg3IwrTN5V/+jufiozY1+pOH1ngZclC51RIE4IIYR0d3oDBFMimOLz9iG26Bz4PpntXKQMrtdlYMOzRI1pLGfeBzf02TavcVu60A1BECA0FIjTTBovyDJv2XgStEvoU2eB0XsXDLbmiX982qmeeFEzBeJtkK6GT0wwIsuLBj5SFIgTQgghPQCfkALWORAvzNdEIM4wDAy970LTwcfsY7aK/bDVnEBbNSXaKl0o8Gbwtadgq3JKM7F4UTNdFwIuPKulXXz4QLBh/fDrqTz0SYmCYL546U+V0/+/dNx8EYLlImBr6vgZXcQYoqBPuqlL9xgXLw7EdxWb8T9dnVg3dK7Ois/yxQ18HhrU9dVwgAJxQgghpEfgE9KAA7vtx1rJEwcANnK421VxBN3t/vxLgThvACyxLBrCTsD6f4+Arz0J8J63a2cC4sFFOAJvJjgFDCP+JUBgjWAD44HA+A7vJ9ia3ATplRAsVbIF7fred4HhurZ6La2csr+0mfLE3Vh7rB42mRr4SFEgTgghhPQA0vJ+ajf1ceZ+VfxH6LmrAGQAuJRm0lgEW9Vh2JLOwTLMAFvEpWC5/gcPHsaCDUkHGz4QXMRAsOFZXm12bPcRXACYzgbt1saW4FwUpDsF7c2Xxi4F7QIY6OMmQZcwpcvz7B3KITGIw4WGlkogTbaWXOgr4yg9pVWthce7MjbwkaJAnBBCCOkBXAPxfHUm0gZ3q+Jh1VtgOVdrz/G2l+3rywDoZCDEBYELz2wJvMMHgg3PBMMFyP8X8BKjCwSjCwTQcR1wwdqIX3/9FX37D5Ln2QyDK+MN2PirOE+cAnGH90+6NvCZ2YUGPlIUiBNCCCEKWbp0KZYtW4YTJ07AZDIp+mxe0tSHKSsGzM2AQRtBV8uq+G/RdHCJfczYnAfzqc532wQAxhgLNiLrUo73ILAhqWCYrpWY0wpGFwiBlfe/17g4oygQ31XcLOv9/Zm7Bj5zM4MR2IUGPlIUiBNCCCE9gTEQfLQJbHkJAIAReLDF58Gn9FV5Yg5s5DCw4QPBVx/t3AW8AM4aBqb3hEtpJgPBBsT4dpLdzLh4cWD/Y5kZTVahS90iu4ut55pw1qmBj4EF5nWxgY8UtbgnhBBCegiXDpsa2rAJOFbF28QFQFcfjuCDVkR8Y0bMh80I1d0BY/+HoDNNoCDcC6khHJKCHZ8YNNtagnHipoFPetcb+EhRIE4IIYT0EC554hpodS/F9RoGQ9/7wBiiYOMiwMWOgyHjAQSM/CeCxn2CiP2hCPmvFcZCHqxFvtb2PRXDMC6r4jspPQX/V2bGXmkDnyx5ShY6o0CcEEIIUdjFixdx3333ISUlBampqfjDH/6Ampoanz/XJRCX1OPWCn3KLQgauwElCc8hYNBfoU+eDi4sAwxaGhE5syX2VmeS3Yi03f2uIgrEpavhVycYMbBX1xv4SMmSI966+cRZbGwsTp48CaCl5NALL7yA9evXo6qqCiNGjMCKFSswYMAAOR5PCCFERjk5OXj11VdRUlKCzMxMLF26FGPGjHF77pYtW/D222/j0KFDaG5uRv/+/fHII4/ghhtuUGy+IfdM8Nm969Z/75P7zp07FwkJCXjiiSdw+PBhvPvuuygoKMCnn37qk+e1kq4eM4Xn3J+oUUxpERiLY5WSD40AwiJUnFH3IK0n/lOZGY1WQdZNif7kfJ0V/5Y28JGhnb07sq2IZ2Rk4MSJE/Y/ubm59q+tXLkSq1atwrJly7Bt2zbExMTg5ptvRm1trVyPJ4QQIoPNmzdj8eLFeOSRR7Bjxw5kZ2dj5syZOH/+vNvzd+/ejauuugobN27Ejh07MHnyZNx1112inwHEVUJCAj7++GPcd999ePXVV7Fo0SJs374d27Zt8+lz+Xhx5RS25Dxgtfr0mXLqbGt74pnUUB1SQhy5z2Ye2F/ac/PE1/4ibuDTP1yHSYm+qS4kWyCu0+lgMpnsf6KjowG0rIavWbMGCxcuxLRp05CVlYU1a9agrq4OmzZtkuvxhBBCZLBq1SrccccduOeee9C/f38sX74cJpMJ69atc3v+smXL8Kc//QkjRoxAnz59sHjxYgwbNgxbt25VeOb+5b777hM1BHnggQcAAF9//bVvHxwcCj7C0byGsdnAlF7w7TNl1FZre9J1lCfeotbCY70PG/hIyRaI5+fnY8CAARgyZAjmzp2L/Px8AMDZs2dRUlKCiRMn2s8NDAzEmDFjsG/fPrkeTwghpIvMZjMOHjwoer8GgIkTJ3r0fl1XV4eICEoXaE96erroOCoqChEREW1+8iAnLXfY7IhrIE754XKRpqfs7qGB+Ia8BtSYHcvhUUYWt6XL18BHSpYc8ZEjR2L16tXIyMhAeXk5li9fjilTpmDv3r0oKWmpVxoTIy4pFBMTg6KiIjkeTwghRAYVFRWw2Wxu369LS0s7dY8333wThYWFmDVrli+m6Jav8rh9yd3qmiAIbs6UH5+QChw7YD9mL+TDNvIqRZ7dVbQi7jvSDZs/lZnRYOURpOs5dT1svIA1R33bwEdKlkB88uTJouORI0di2LBh+OCDD3D55ZcDcH3TEQTBZ8v8hBBCvOft+/Vnn32GJ598Em+99RZSUlI6PL8nO3XqlGhVvKKiAtXV1UhOTvb5s11qiRf5yYZNm9VlrnxSmjpz6YaSQ3RIC+WQX9vSwMZyKU98QkKAyjNTzpfnfd/AR8onnTVDQkKQmZmJ06dP4ze/+Q0AoLS0FElJSfZzysvLXVZd3MnL86y1rZr8aa6tpHNu5JRphsDzPD2HnoPGxkbk5ckTBPjT919GRobaU3ArKioKHMe5rH535v36s88+wwMPPIDXX3+90xVT2vpvlpiYiKAg330UrAVvvvkmpkyZYv8F5/XXXwfgurAl1dDQgAsXupbTHSJwcH4FWk6fcPlvoaXvp9a5GCuKkWW12MctwWHIKyoF0LlPa+Sci9p8NY+hQQbk1zpCw8+OFiOx3tLOFdr5NwG6PpeXDhkBODatXhttRc2F0/CksKin7+8+CcSbmpqQl5eHcePGITU1FSaTCdu3b8dll11m//qePXvw7LPPdngvrf7AksrLy/ObubZyN+fiomYA9e4vkBHLKvNRFz1H288JDAxERnzXv2/88ftPiwwGA4YNG4bt27dj+vTp9vHt27fjpptuavO6Tz/9FAsWLMCaNWswbdq0Tj+vJ/83KywsxMyZM3HttdfiyJEjWL9+PcaPH49Jkya1e11QUFCX/90YUzTw3gr7cWBlCTLS+wBsSwCipe8n57lw1cWirzEp6YrOUyv/Lr6cxw1sAz4ruWg/PtocjIyMtn8J18q/CdD1uRwoM+NgTZlobPEVCcjwQe1wZ7IE4o8//jiuu+46JCUl2XPEGxoaMHv2bDAMgwULFuCll15CRkYG+vbtixUrViA4OBi33nqrHI8nhBAik4ceegjz58/HiBEjMGrUKKxbtw7FxcWYM2cOAGD+/PkAgDfeeAMA8Mknn2D+/Pl47rnnMGbMGPu+IIPBgMjISHX+En7grbfewksvvYTnnnsOAHDnnXfi73//uyLPFkIjIISEgalrWedjLGYw5SUQYhMUeb63qHSh70k3bB4oN6POwiNE3/3zxFcfE+eGT/BRAx8pWQLxwsJCzJs3DxUVFYiOjsbIkSPxzTff2HME//jHP6KxsRGLFi2yN/TZvHkzQkND5Xg8IYQQmcyYMQOVlZVYvnw5SkpKMGDAAGzcuNH+fl5QUCA6f926dbBarViyZAmWLFliH7/yyiuphKEbzv9OOTk56kyCYcAnpII7edg+xBbmw6b5QDxfdEyBuPwSgzn0CeVw+lKeuFUA9pWaMSmxe+eJF9RZ8ekZZRr4SMkSiLdVX7YVwzAub9KEEEK0ad68eZg3b57br0mDawq2/ROfkCYOxC+chW2Y++6pWkGlC5UxLt6I07UN9uNdRc3dPhCXNvDp58MGPlLd/7MGQgghhIjwiX5WS9xmBVssrrFOK+K+IU1P6e6NfeosPN5x08CHVaiyHwXihBBCSA/Dx/tXIM6UXADjVDGFD+8FhISpOKPua6ykw+bP5RbUWpSppKUGaQOfXkYWs3zYwEeKAnFCCCGkh3G7Iq5QQyFvUH64cuKDOPQNc2Qu2wRgb4lZxRn5jo0XsOaYsg18pCgQJ4QQQnoYITIGQoBj1Y9pagBzsaydK9RF+eHKGhcv7rK5q6h7pqf87/kmewMjoKWBz30+buAjRYE4IYQQ0tNcqpzijL2g3fQUWhFXVk/JE18laWd/a58gmIK4Ns72DQrECSGEkB7IJRAv0nAgXpgvOqZA3LekgfjBCgtqzN0rT/zncjP2SFJuFihUstCZTzprEkJIZ+gYYKcMH3k2cjGXusK6lxTMoXcYvd0R4sxvVsStVrBFVDFFSaYgDv3CdThZbQUA8AKwp8SMa5O7TxnD1ZLV8PHxRgxWoIGPFP1kIoSopqKZx13bKmW6W32bX/n8umgKxAmR8JcShkzpBTA2q/2Yj4gCgqkhoK+NizfaA3EA2FXc3G0CcTUb+EhRagohhBDSA7mUMLyQr8nKKdTaXh1j48QbNuX49FIr3vylHlanl3pGuA7XJCnTwEeKAnFCCCGkBxJi4iDoHcEWU18DprZKxRm5xxbki44pEFeGNE/8UKUFVc3+nyfutoFPlnINfKQoECeEEEJ6IpYDH58iGmI0mJ5CpQvVERPIITPCkdLXkifu/6viH+Q1oFrawKdvoGrzoUCcEEII6aH8YcMmlS5UzzjJqviuYv9u7NNWA58gnXrhMAXihBBCSA/lEohLygSqjbFZwZZIKqZI5kx8R9ru3t/zxP9zvglnnBr46FlgnsINfKQoECeEEEJ6KNdAXFsr4sbKEjA2R+DER0ZTxRQFXSnZsHnYz/PE3TXwiVO4gY8UBeKEEEKIwoqLi7Fw4UJkZWUhNjYWgwcPxsMPP4za2lpF5yFN89BaIB5QVig6pvxwZUUHcMhyyhMXAOz20y6bB8vNyJU08HlQpZKFzqiwLiGEEKKgkpISTJo0CeXl5bj77ruRlZWF4uJifPHFF6isrERoqHIrvkJsIgSOs686s1UV4JoaFHt+RwLKikTHlB+uvLHxRhyrEtcTn5qq3uZGb0kb+FylUgMfKQrECSGE+LX6bdf57N7BE/8j+z2ffvppFBYWYuvWrRgzZox9fMmSJRCUruOt00EwJYmqpRjLiwAMVXYebQgol66Ip6kzkR5sbJwRa39xlPvb6YcbNi/U27BZIw18pCg1hRBCCFEIz/PYunUrrrnmGlEQ3opRoZaxNE9cmg6iJtfUlDR1JtKDjY0zwPlVebTSgot+lif+5i91Lg18JqvUwEeKAnFCCCFEIeXl5aipqUFWVpbaU7GTBrcBFcXqTETKakFAZaloiCqmKK9XAIeBTikcAlrSU/xFnYXH2yfEDXwWqNjAR4oCcUIIIUQhraknaqx8t0Xa6l4rK+Js8XkwvFPFlF4xQJA20gl6Gmm7+11+VMbwX6fEDXwijQxuV7GBjxTliBNCCPFrvsjj9pWYmBiEhYXh2LFjak/Fjk+UBOLlRbCoNBdn1MhHO8bFGfH6Mec8cf8IxHlBwBrJJs17+4eo2sBHSjszIYQQQro5lmUxdepUfPPNN9i3b5/L1xXfrAmAj0uG4LRCb6yuAJob27lCGdTaXjuujDOK8sSPXbSiosnW5vla8Z/zTTgtbeAzQN0GPlIUiBNCCCEKeuqppxAXF4dp06bh0UcfxTvvvIMXX3wR48aNw7lz55SfkMEIISZeNMQWqjAPCVoR144II+tS6s8f2t1LG/jc0jtQ9QY+UpSaQgghhCgoLi4O3377Lf72t79h8+bNqK6uRlxcHCZOnIioqChV5sQnpIEtdeSGs4Vnwffur8pc7HO4cEZ0TIG4usbGG3Co0pG0tKuoGVnRKk6oAwfLzdhdrL0GPlIUiPuJMzVWFNTL+zFQIxeDYsmGiyab8h+LEkJIT5OYmIjVq1erPQ07PiEVOJhrP1a9w6bFDKbkgmiIT0hTZy4EQEue+OqjjjzxXcXNuF/DgfjqY+LV8HFxBgyJMrRxtnooEPcTBfU23Pifch/cWVzS5/2JvXzwDEIIIVom3bDJHdgNfXgv8KZE8KZECNHxgE65kIEtLgDDO2pV81EmIDBIsecTV1eYjGAZgL+0XvdLlRWVGs1OKay3YfNpSQOfQdpbDQcoEC9RJ4kAABNASURBVCeEEEJ6PGkJQ64wH9yGf9qPBZaFEBXnCMxjE8HHJYKPTWzJL9fLu9JIaSnaE2FkMaSXHgcrHOkpB2o4jFJxTm2RNvDpG6bDlKQA9SbUDgrECSGEkB6OT0yFoDeAsbhf4mR4HkxZIdiyQuDIj6KvCQwDISq2JSg3tQTnfFxSS7AemwAYPO9gSBs1tWlsnFEUiP9Upb2aH/XuGvgMDNZMAx8pCsQJId2ejgF2KtCAIimYQ+8welslfiggCOZp98DwyVtgBM/alzOCAKa8BGx5CXDsgMvX+V4xjiDdlORYUTclAEb3jVVcAnHKD9eEcfFGvOZUieRAtbYqkAAtDXyqpA180rWb1kQ/MQgh3V5FM4+7tlX6/DmfXxdNgTjxW5Yb74R19ESU5n6PBJYHW3oBbMkFMCUXwFZ5v0eJrSwDW1kGHD/o8jU+IupSmktSy0q6qSVgZwtOi8+jFXFNGG0yiPLEzzSyKGmwwaSRkoC8IGCNZJPm3P7BCNZrb+W+Ff3EIIQQQggAQIiJR1XWSMRkZIi/0NwItqQQzKXgnC254Pj/laVeP4+tqgCqKsCdPNTuedLNpEQd4QYWw6L0OFDuSE/ZXdyMGX20seL81fkm/FojbeCjzU2arSgQJ4QQQkj7jIHgU9KBlHS4FNI1N4MtdR+kMxUlYLrYLZSPNgEB2gj0SEueuHMgvlNDgbi0gc+M3oGI18hqfVsoECeEEEKI9wxG8Em9gaTerkG6xQymvPhSgF7QkubSGqSXF4tKFLaF753pk2kT74yLN+LVI46A96NfG3G6xoZ+ETr0C2/5kxGuR3wQC0bBDZIn6hiXbp9abOAjRYE4IYQQQnxDb4AQnwJbfIprkG61gqkodqyiOwfpZUVgbFZYQsJhufEuNWZO2jDaZADHAK39/xqsAn4oasYPkg3xoXoGGeE6ZITr0C9cbw/Ue4fqYODkD9A/uKAXHY+NM2CoBhv4SFEg3kWtHS/ddamUE3W8JIQQeTU0NCAoSBsfqWtpLorR6SCYkmAzJbkG6TYrmNpqnCwuRUZqhruriUpC9SzGxxuxrbD9mKfWIuBAueVSGoujuQ7HAL1DdfbAvDVQzwjXIcLo3abKwnobvioXp6A85Aer4QAF4l0m7nhZ3+65XUEdLwkhRF4XLlxAhnRTokq0NBdN4HQQIqKAMt9XOyKeWz46An/aU4XdRU2wwbPVbZsAnKqx4lSNFV9KvmYKZF1W0DPCdUgM5tqtA55zvA42wfH19DAO1yZrs4GPFAXihBBCCCGk09LDddhyXTSOncgDZ0rDyWor8qqtOFFlQd6l/19r8fyT/JJGHiWNZpdc7yAdg75hOvSPEKe69AnVwSYIrg18skI028BHSvFAPCcnB6+++ipKSkqQmZmJpUuXYsyYMUpPgxBCSBs8fZ/etWsX/vrXv+L48eOIi4vDH//4R8ydO1fBGRNC1KBngYwIPfpHiPOzBUFAcSOPk1UWnKy22gP1vCorLjS4JCJ1qMEq4FClBYcqLaJxlgGiA1hcbHYE/REGBrP7+k+al6KB+ObNm7F48WK89NJLGD16NHJycjBz5kzs3bsXycnJSk6FEEKIG56+T+fn5+O2227DnXfeibVr12Lv3r145JFHEBUVhWnTpqnwNyCEqI1hGMQHcYgP4jA+Qfy1WguPU63BeZUVJ6pbVtF/rbHC4llTV/ACUNoovmhuprYb+EgpGoivWrUKd9xxB+655x4AwPLly/Hdd99h3bp1eOqpp5ScCiGEEDc8fZ9+++23ERcXh+XLlwMA+vfvj59++gmvvfYaBeKEEBehehbDow0YHi2uaGLlBZyttdkDc+dAvdrcuTQXHQPMy/SPTZqtFAvEzWYzDh48iD/84Q+i8YkTJ2Lfvn1KTYMQQkgbvHmf3r9/PyZOnCgamzRpEv71r3/BYrFAr9e7vY4QQpzpWAbp4Tqkh4tDU0EQUNbE2wPzk9WOdJfzdeI0l/8ZFoqEYG038JFSLBCvqKiAzWZDTEyMaDwmJgalpd63xyWEECIPb96nS0tLMWHCBJfzrVYrKioqEBcX56vpEkJ6AIZhEBvIITaQw9g4o+hrDdaWNJcztTYIlYWYNjShjbtol+KbNaVdlgRBULTzktzGxRtRNSdRkWfRc+g59BztP6c78PR92t357sa1RkvlAmku7tFcXGllHoD6cwnSsRgSZcCQKABp6arOxVuKZbNHRUWB4ziXVZXy8nKX1RdCCCHK8+Z9OjY21u35Op0OvXpR/wNCCGmPYoG4wWDAsGHDsH37dtH49u3bMWrUKKWmQQghpA3evE9nZ2fj+++/dzl/+PDhlB9OCCEd4BYvXvy0Ug8LDQ3F0qVLERcXh4CAACxfvhy5ubl47bXXEB4ertQ0CCGEtKGj9+n58+fjiy++wI033ggA6N27N1555RWUlZUhOTkZX375JV566SU8//zzyMzMVPlvQwgh2qZojviMGTNQWVmJ5cuXo6SkBAMGDMDGjRuRkpKi5DQIIYS0oaP36YKCAtH5aWlp2LhxIx577DGsW7cOcXFxWLZsGZUuJISQTmCqqqo870FKCCGEEEII6RK/aT0kCAJuueUWRERE4LPPPlN7Ou16+OGHMWzYMMTFxSE9PR2zZ8/GiRMn1J6WWxcvXsSiRYtw+eWXIy4uDgMHDsSf//xnVFZWqj21dr3zzjv4zW9+g5SUFERERODs2bNqT8lFTk4OhgwZApPJhPHjxyM3N1ftKbVr9+7duP322zFgwABERERgw4YNak+pXf/4xz9w9dVXIzk5Genp6Zg1axaOHTum9rTa9eabb2LMmDFITk5GcnIyJk+ejK+++krtaSlGC98TWnqda+k1rNXX5ksvvYSIiAgsWrRI8WcvXboUERERoj/9+vVTfB6tiouL8cADDyA9PR0mkwmjRo3Crl27FJ/H4MGDXf5dIiIicNtttyk+F5vNhueff97+vjJkyBA8//zzsFqtis+ltrYWixcvxqBBgxAXF4cpU6bgwIEDHV7nN4H4a6+9Bo7zjyLtw4cPx+rVq7Fv3z588sknEAQB06dPh8ViUXtqLoqKilBUVIRnnnkGubm5eOONN5Cbm4t7771X7am1q6GhARMnTsTixYvVnopbrW3CH3nkEezYsQPZ2dmYOXMmzp8/r/bU2lRfX4+srCy88MILCAwMVHs6Hdq1axfuvfdefPXVV9iyZQt0Oh2mT5+Oixcvqj21NiUkJOCZZ57BDz/8gO3bt+Oqq67CnXfeiSNHjqg9NZ/TyveEll7nWnoNa/G1+eOPP2L9+vUYOHCganPIyMjAiRMn7H/UWlCpqqrCtddeC0EQsHHjRuzbtw8vvviiKlXntm/fLvo3+eGHH8AwDKZPn674XF555RXk5ORg2bJl2L9/P1544QW8+eab+Mc//qH4XB5++GFs27YNa9asQW5uLq6++mpMnz4dhYWF7V7nF6kpP//8M+666y58//33yMjIwPr16/0q//DIkSMYO3YsfvzxR9VrbnbG119/jVmzZuHs2bMICwtTezrt+vnnn3H11Vfjv//9L1JTU9Wejt2kSZMwcOBAvPrqq/axyy67DNOmTXPbJlxrEhMT8eKLL+LOO+9UeyqdVldXh5SUFGzYsAHXX3+92tPptLS0NDz11FOYM2eO2lPxKS1+T2jtda6117Car83q6mqMHz8eK1euxIsvvoisrCwsX75c0TksXboUW7ZswZ49exR9rjvPPvssdu/erYlPKaRWrFiBV199FcePH0dQUJCiz541axYiIyPx+uuv28ceeOABXLx4ER999JFi82hsbERSUhLeffddTJ061T4+fvx4TJ48GY8//nib12p+Rby2thb33nsvXn75Zb+sN15fX48NGzYgKSnJbzal1tbWwmg0Kv4N1V20tgmXtv1ur0046bq6ujrwPI+IiAi1p9IpNpsNn3zyCerr65Gdna32dHyKvic6RyuvYS28NhcuXIhp06Zh/Pjxqjy/VX5+PgYMGIAhQ4Zg7ty5yM/PV2UeW7duxYgRIzBnzhz07dsXY8eOxdq1a+3Ns9QiCALee+89zJo1S5WYYfTo0di1axdOnjwJADh+/Dh27tyJyZMnKzoPq9UKm82GgIAA0XhgYGCHv8gp3lnTU3/+858xadIkTJkyRe2peCQnJwdPPfUU6uvrkZGRgS1btsBoNHZ8ocqqqqrwt7/9DXfffTd0Os2/PDTJmzbhpOsWL16MwYMHaz6oPXr0KKZMmYKmpiYEBwfj/fffV/WjdyXQ90TnqP0a1sprc/369Th9+jTeeOMNxZ/tbOTIkVi9ejUyMjJQXl6O5cuXY8qUKdi7d6/izary8/Px1ltv4cEHH8TChQtx+PBhPProowCA+++/X9G5ONu+fTvOnj2L3/72t6o8f+HChairq8OoUaPAcRysViv+8pe/YN68eYrOIzQ0FNnZ2VixYgUGDBgAk8mETZs2Yf/+/ejTp0+716qyIv7888+7TfR3/rNz5058+OGHOHLkCJ577jk1punVnFvNnDkTO3bswNatW5Geno577rkHDQ0Nmp0v0LJ6P3v2bMTHx+PZZ59VbK5dmbOWedomnHjvsccew969e/Hee+9pfi9JRkYGdu7ciW+//Rb33nsvFixYoPlNpnKh74m2aeE1rIXXZl5eHp599lm8+eabMBgMij5bavLkybj55psxaNAgTJgwAR999BF4nscHH3yg+Fx4nsfQoUPx1FNPYejQobjrrrswf/585OTkKD4XZ+vXr8dll12GIUOGqPL8zZs348MPP0ROTg5++OEHvP7668jJycG7776r+FzeeOMNMAyDrKwsxMbG4o033sCtt97a4fezKkueCxYs6HB3bVJSEj744AMcP34ciYmJoq/NmTMH2dnZ+M9//uPLaYp0ds6twsPDER4ejvT0dFx++eVIS0vDli1bcPvtt/t6qgA8n29dXR1mzpwJAPjoo49cPl5Rgqdz1ipv2oQT7y1ZsgSbN2/G559/jrS0NLWn0yGDwWBfIRk+fDgOHDiA1atX47XXXlN5Zr5D3xPt08prWAuvzf3796OiogJXXHGFfcxmsyE3Nxfr1q1DYWGhap8uh4SEIDMzE6dPn1b82SaTCf379xeN9evXz6Wuv5LKysrw5ZdfYsWKFarN4cknn8Tvf/973HLLLQCAgQMH4vz583j55Zdx9913KzqX3r1748svv0R9fT1qa2sRFxeHOXPmdLh/TZVAPCoqClFRUR2e98QTT+APf/iDaGzMmDF47rnnRMnwSujsnN0RBAGCIMBsNss8q7Z5Mt/a2lrMnDkTgiBg06ZNCAkJ8fHs3OvKv7GWOLcJd95Fvn37dtx0000qzqz7efTRR7F582Z88cUXqpYV6wqe5xV9b1ADfU+0TcuvYTVem1OnTsXw4cNFYw899BDS09Px5z//WdVV8qamJuTl5WHcuHGKP3v06NE4deqUaOzUqVNITk5WfC6tPvjgAxiNRsyYMUO1OTQ0NLisOHMcB57nVZoREBwcjODgYFRVVeG7777rMMNA00nACQkJSEhIcBlPSkrS7MrX6dOnsWXLFkyYMAFRUVEoLCzEyy+/DIPBgGuvvVbt6bmora3FjBkzUFtbiw0bNqChocGeQhMZGan6R4NtKSkpQUlJif2N6cSJE6iurkZycjIiIyNVnl3LD4758+djxIgRGDVqFNatW4fi4mJNV8aoq6uzr/TwPI+CggIcOnQIkZGRqr7Zt+Uvf/kLPvroI7z//vuIiIhASUkJgJY3QbV+mezI008/jSlTpiAxMRF1dXXYtGkTdu3ahY0bN6o9NZ/TyveEll7nWnoNa+W12ZqG6CwoKAiRkZHIyspSdC6PP/44rrvuOiQlJdlzxBsaGjB79mxF5wEADz74IKZMmYIVK1ZgxowZOHToENauXYsnnnhC8bkALQuM7777LmbMmIHQ0FBV5gAA1113HV555RWkpqYiMzMThw4dwqpVqxTLPnD23Xffged5ZGRk4MyZM3jiiSeQkZHRYVUmvyhf6CwiIkLT5QsLCgqwcOFCHDx4ENXV1YiNjcWYMWOwaNEiza12AMDOnTtx4403uv3a559/rspv/p2xdOlSLFu2zGV81apVmilFlpOTg5UrV9rbhP/973/HlVdeqfa02tTWa2H27NlYs2aNCjNqX1uVJR599FEsWbJE4dl0zoIFC7Bz506UlpYiLCwMAwcOxMMPP4xJkyapPTVFaOF7Qkuvcy29hrX82pw6daoq5Qvnzp2L3NxcVFRUIDo6GiNHjsRf//pXZGZmKjqPVl999RWeffZZnDp1CklJSbjvvvswf/58VfZZ7NixAzfddBO+++47jBgxQvHnt6qtrcXf/vY3fPHFFygvL4fJZMItt9yC//mf/1E8xfbTTz/FM888g8LCQkRGRuKmm27C448/jvDw8Hav87tAnBBCCCGEkO5A83XECSGEEEII6Y4oECeEEEIIIUQFFIgTQgghhBCiAgrECSGEEEIIUQEF4oQQQgghhKiAAnFCCCGEEEJUQIE4IYQQQgghKqBAnBBCCCGEEBVQIE4IIYQQQogK/h+gXNNQozmFqAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('fivethirtyeight'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ggplot\n",
    "\n",
    "### ggplot\n",
    "\n",
    "> The ``ggplot`` package in the R language is a very popular visualization tool.\n",
    "Matplotlib's ``ggplot`` style mimics the default styles from that package:\n",
    "\n",
    "R语言中的`ggplot`包在数据科学可视化中非常受欢迎。Matplotlib的`ggplot`模拟了这个样式："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('ggplot'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Bayesian Methods for Hackers( style\n",
    "\n",
    "### 黑客的贝叶斯方法 样式\n",
    "\n",
    "> There is a very nice short online book called [*Probabilistic Programming and Bayesian Methods for Hackers*](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/); it features figures created with Matplotlib, and uses a nice set of rc parameters to create a consistent and visually-appealing style throughout the book.\n",
    "This style is reproduced in the ``bmh`` stylesheet:\n",
    "\n",
    "有一本非常优秀的在线短篇书籍叫做[*黑客的概率编程和贝叶斯方法*](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/)；书中展示的图表是使用Matplotlib创建的，这些图表使用了一套非常美观和优秀的rc参数配置，并在整本书中保持了一致。Matplotlib中用`bmh`样式单模拟了这本书的样式配置："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('bmh'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dark background\n",
    "\n",
    "### 暗背景\n",
    "\n",
    "> For figures used within presentations, it is often useful to have a dark rather than light background.\n",
    "The ``dark_background`` style provides this:\n",
    "\n",
    "对于要在演示中使用的图表，通常使用暗背景比用亮背景更加有用。`dark_background`演示提供了这个需求："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NxOyDu+F74RoS41OhVFS3Esbyct5n4cJvW+G09Tc0VWkptTjUDfTQ224Ubuz8S+C2bLYWODHJePYsDt27a0NJSaHSMzweDyE3vaimo4AcJljWeJr6ez4+USLXc5SRkcGi+c446robBQWibx2hxJEQQohA5OXlsGXLFFy/sR4bfjuNKZP/RFaWeJI53d49MWTGZPw1cSaeXb9VY0meuoLrH4SwO974YfNaqYwvw2LBcaMzbv91GDnvswRub8jWQkxMMr58yUd0dDLMzLpU+VyIhyd6jrKGDItSCX6oqjZDv34GAv2BFRDAgampDhQV5YUe12q4HQqLCvHw0W2h+yiPftqEEEL41q2bNoKe7ka37towNVlW7ZVpTGjepjUmb9+Is2s342Nm6V3WXBHurJak2/sOo2X7drCc6CDxsfs7TUDBl694ev2mUO3ZbE3ExKQAAAL8q9/nmJmYhI9v30Kvr/SX5euDsWP7wts7HLm5/O83zc3NQ0xMCnr31hNqTCWlJpg982cc/OcPodpXhRJHQgghtZKVZWH16gm4d38L9v3ljnF2vyMzM1ts47FkZTF11xYEXrqOuMBn317nclNhUA8Sx+KiIpz+dQOsFs6W6D5AFbX2GDF/Ji5tFq5On7KyItq1U8HLl5kAAD+/GJhbVH+lYojHHZjRIRm+lC5T136a+nui1HP80XE2IiKDERMTLlT7qlDiSKQuOTUVPB5PLF+EEOEpKMjB2ronDh5ciJdJrhg2vAd691oBNzdvsY9tvXguigoKcO/oiQqv14el6jLvXiXj5p4DmLpzM+SVJHNFn8P6VXhy+gLevUoWqr2BgSbi49NQUlJ6JaS/f0yNp3rD7txH10H968WVi9LUooUyBg7sips3nwrcVth9jm1at8P4cVNw7N/dAretiRyjvREiBE11deyJFOzUH79WGPcTS7+ENFSqqs0wcmQvjBnbF1ZWJoiKeg33G0EYMfw3cLkpEomBPcACvcbYYO+PM8ErqXinNfe7IuB13bMbt2Fg0Rdjf1mGK7/vEutY3a2GopVGB5xY7ix0H+WXqQEgNfU9vnzJh56eOuLi0io9n/MhC4khYeg2fDCC3ZnZQ9cQjRnTB48evRCq4oCvbzT+O/4TWCzWt4SeH3NmrcDNWxeQ+abyz00UNONICCGNnLZ2e/z001jc9/4dL5NcMcHREl53QmBosBAD+q/Grl1XJZY0qnZQw49b1uH0rxuQ86HywY4PHz6jsLAY7durSCQeJlzeshMGln1hPHSQ2MZo0qI5xq1ejksbt6O4SPirHctOVJfnX8M+RwAIvnkHZmPodHVN7B34K/pdlXfvPiE9PQvdu2vz3UZf3xi9zCxx5txRocasCSWOhBDSyMjIyKBXLz1s2TIF4RH7ERC4C926dcK+v9zRQW0axo/biuPH7+PNG/HtYayKrJwcpv75Ox4dP4OXoRHVPlfVndV1WV5OLk6vdsGEDb9CpX07sYwxavkiRD54gqTwFyL1U3aiujx/v5qXq6Mf+ULDUF9s31t916xZEwwb1gPu7kFC9yHoPsdF851x3O1vfP2aK/SY1aHEkRBCGgFFRXnY2prh8OFFeJ18HG4nf4a8vCwWzD8IDfUZmDNnPzw8njJ6RaCgxvyyFJ/fvcMjt7M1PsflpMDAoP4kjgDwOiIKPqcvwukPF8bL13Tu2QPsgRa4ve+wyH19v1QNAP7+nGoLgQNAUUEBIu49RM/R1iKP3xCNHGkGP78YZGcLn8T5+ETzfW/1gP4j0KxZC3h6XRF6vJpQ4kgIIQ1Uq1bNMXXqEFy85IyMzFNwXuOI+Ph0DB2yFl2NFsHZ2Q0BARyB9k2JS3eroTAaZInzv22t9dn6ts+xzIP/TgE8HobNmcZYn7Ly8nB0ccb1P/YgL0e02SU5OVl07twesbGpFV6PiHiJjh3bQFW1WbVtQzw8YUbFwKskaNHvqvj48HeDjLy8PObP/RWH/vlDbP+/psSREEIaEB0dNfz8sx0ePNyGhMRjGDfeHLduPoNel3kYNNAZu3dfq/KQgzS16aQFh3W/4OTKdfj66XOtz3M4KfWiJM/3eCUlOLNmE/pPcoR2j26M9Dls9lS8TXqFF96PRe5LR0cNqanvkZ9fWOH14uISPH0ah379DKpt+zI0AvJKitA0qv6ZxqhJE0VYWZnixg3hl6kB4NWrNygoKIKennqNz42zm4JXr+LxPDRApPFqQqeqCSGkHpORkUHv3nqws+uLsXb90Lp1c9z0eIrdf16Dt3c433fiSoucoiKm796KOwePISWay1eb+lSS53uf3rzFpU3bMWn7Ruz5YbpI922369wJ/Sc5YrcjMzOYbLZWpWXqMqWFwI1qvPUk2N0TZmNs+f45NgY2Nj3x7Fkc3r//JHJfT56U7nOs7g+/li1VMenHeVi2YrLIY9WEZhwJIaSeUVJSwKhRvXHkyGKkpJ6A638/QUZGBnNm/w0N9emYN+8Abt16VueTRgCwX7sSGQkvEXDxGt9tkpIy0aGDapV3KNcHUQ99wPENwITffhW6DxkZGUxwWQ2vw67fbtURFZutWelEdZnaCoEDpcXATW1HgCUny0g8DQETy9RlfGup5zh96hI8eHgTycmJjIxXHUocCSGknknPOIlfVtmDw0nBwAHO6Ga8GGvXnkRQELdeFb7vbTcS2ibdcGnjdoHaFReXIDExs9Zlu7rM/c/9UOuigz7jRgvVvo/9GMjJycP/wlXGYjJka4HDqXrGMTCQi169ukCuhqTwfUoq3r1OgYEF1c8FSg+kjRxphmvXmKlT7OMTXe0+x04ddTFk0Ei4nTrIyFg1ocSREELqmZ7mazBk8Brs3XsDCQnp0g5HKGp6uhi9YglOrlyHgq+CF0Wuz8vVAFCUn4/Tv27AqJ8Xoa12R4HaNm/TGiOXLcClzdsrFUgXBbuKUjxlPn7MRVLSG/To0bnGPoI9PNFrLF1BCABWVqYID09irKxVTEwyVFSaokOHVpXeWzDvV5w59w8+fRZ/Ca1aE0dNTU08ePAA0dHRiIyMxLJlywAAqqqquHv3LmJjY3H37l2oqPyvGOu+ffsQFxeH8PBwmJqaii96QgipJ6ytrcHhcBAXF4fVq1dXel9LSwsPHjzA8+fPER4eDlvb6n/5Tvl7LzrodxFnuGKlqKyM6bu3wv3P/ciIF25ZjVvPajlWJSM+EXcOHsOUHZshKy/Pd7txq5cj8Io70mMTGI3H0FCj2j2OABDgz6mxEDgAhHt5w8CiL5SaV38Cu7Gwd7BgbJkaAHg8Hnx9K8869jKzhKamNq6711zGiim1Jo5FRUVYuXIljIyM0K9fPyxevBhsNhvOzs7w9vaGvr4+vL294excesWRra0t9PT0oKenh3nz5uHwYdHrShFCSH3GYrFw8OBB2NrawsjICE5OTmCzK/4CXr9+PS5evIiePXti4sSJOHToULX9uf+5H/OP7oO+eR9xhy4WjhudkRgShhAPT6H74HLr58nq7wVcvIas9AyMWr6Qr+fZAy2haWSIe0eOMxqHpmYb5OTk4ePH6kv6+PlF11jPEQC+fvqM2ICn6GE1lNH46ht5eTmMGdMHV68Kd1tMdXx9oisUAmexZLFovjP+OboTRUWFNbRkTq2JY0ZGBkJDQwEAOTk5iImJgYaGBuzs7ODm5gYAcHNzw7hx4wAAdnZ2OHnyJAAgKCgIKioqUFNTE1f8hBBS5/Xp0wfx8fF4+fIlCgsLcf78edjZ2VV4hsfjoUWLFgCAli1bIi2t+pI54V7ecPt5DZy2bRB6j5y0WPxoj3adO+Ha9r0i9VPfbo+pyUWXbehhNRQGljXvDVRo0gT261bi8uYdKMpntlB7TcvUZfz5mHEESms69hrTuJerhw3rgZiYZKSlfWC0X5/vDsiMtHHAx09Z8PP3ZnScmgi0x7FTp04wNTVFUFAQ2rdvj4yMDAClyWW7dqVXDWloaCA5+X//8aWkpEBDo/7uQyGEEFHx87m4ceNGTJkyBcnJybh9+zaWLl1aY58vQyNwaOYiDJs3HdaL54olbqZpGhnCetEcnFy5TuTEh8tNhb5+/T0cU96Xj59wds0m/Lh5LZq3rrx/rYzN0nlIePYccUHBjMdQeqK65vvIExLSIS8vCy2ttjU+x/ENRFvtjmil2TB+PsKYMMECVy4zO9sIAM+fJ0BHpz1UVJpCWbkpZkxbikP/CHa4TFR813Fs2rQprly5guXLl+Pz5+oLtMrIyFR6rbpTfi4uLt/++dGjR3j8WPQCpoSQxmXQoEEYPHiwtMOoET+fi05OTjhx4gT27NmDfv364dSpUzA2Nq7y87P8Z2fQYTcYTByHVuodcNFlG4qLipj/BhjQpEVzTNu9FZe37MS71zUnKPz49OkLcnLyoKHRGqmp7xmIULoSgkPx9NpNOG39DccWrqj0c9fqyoap7Qj8OV48NfrYbC1ERr6q9Tl/fw4sLAxx4UL1JYCKi4oQ7uUNs9E2uPfPf0yGWS/IyclirF0/bN58nvG+i4qK8fRpHCwtjdCh/QA8DfZBXHy0UH0J+9nJV+IoJyeHK1eu4MyZM7h2rbTWVmZmJtTU1JCRkQE1NTW8efMGQOlf0lpaWt/aampqVrvksmnTJoEDJoSQ8h4/flzhj86NGzdKL5hq8PO5OHv2bNjYlF7ZFhgYCCUlJbRp0wZv31b+Bf39Z6f3vXuYsmMT5h7eixMr1ohUVFocZGRk4PT7b4h66IMX9x8x1m/ZcnVDSBwB4O5hVyw+cRgDp07E45Pnvr3OkpOF40ZneOzej9zsj2IZ25CthUuXfGt9rrQQOBsXLvjU+Fywuyem7NzcKBPHQYOMkZiYgdevmamv+T1fnygMG2YOnY4/YPb8sUL3I+xnJ19L1a6uroiJicHevf/bk+Lu7o7p06cDAKZPn44bN258e33atNIq9n379sXHjx+/LWkTQkhj9OzZM+jp6UFbWxvy8vKYOHEi3N3dKzzz+vVrDBs2DABgaGgIJSWlKpPGqhTm5ePEz2uRmfgSS9z+gUr7dox/D6IYNH0SmrZSwc09Bxjtl1vPS/J8r6S4GKdXb8CQWVMqXN03cMpE5HzIwvObXmIbm83WrPFEdZnSQuC173NMjopBcVERY1cr1icTGCz6XRUfnyj0NLHD1eun8P79G7GNU51aE0dLS0tMmzYNQ4cORWhoKEJDQ2Fra4vt27djxIgRiI2NxYgRI7B9e+ka++3bt5GYmIj4+HgcO3YMixYtEvs3QQghdVlxcTGWLFkCLy8vxMTE4OLFi4iOjsamTZswZswYAMDKlSsxd+5chIWF4dy5c5gxY4ZAY/BKSnDtjz14ev0mlp4+CnUDPTF8J4Lr3LMHBk13wqlffmN8GZ3LTW0wB2TKZKVl4PofezBlx2YoNGmCVprqGDprCi5v2Sm2MVu1ag5FRXmkp9d+kOP58wQYGmqiaVOlWp8tvYLQhokQ6w0Wi4Vx4/vhyhXm9zeW+ZitBDnZdrjhcUpsY9Sk1qVqPz+/KvfnAMDw4cOrfH3JkiWiRUUIIQ2Mp6cnPD0rlp8pv1cxJiYG/fv3F3mcJyfPIzs9E/OO/IVz67aA68fMrRXCaNZKFVN2bsaF335HdkYm4/1zOCkYOaoX4/1KW5iXNwws+8F+3Uq0aNMaD4+fxoeU6k/Zi8rQULPWE9Vl8vMLERaWiD599PHwYUSNzz6/5YUVl9xwfcdfKC6UTKkYaevf3whpaR+QmCielVYZGRnMnvELeDKRMDHpiMePI8UyTk3o5hhCCGlgIu49xInlazDx9/Xoaz9GKjHIsFiYvGMTgm/cBsdXPMlr6e0xDWvGscy1P/agU3djNGvdCo9PMX/IorzSUjz8H1jipxA4AGRnZCKNGwejQZaihFeviOs0dZmhg0dBhsVCQODdCvUcJYkSR0IIaYCSwiJwcMZCDJ09DTZL50l8fKsFs8BiseB16F+R+5KTk4esbOUFstev36J16+Z8LZvWNwVfv+Lo/OU4vmw1SoqKxTpWaSke/mYcAf73OQL/X9OxkVxBKCMjA3sHC1wW0/5GBQVFzJm9Aof++aNSPUdJosSREEIaqHevkvH3lLnQ79sbTts2QFaO7wpsItE374O+9mNx+u6afaQAACAASURBVNcNKCkWPelZsnAt1q/dXel1Ho+H+Ph06Os3nAMy5WWlZyArXfyHSw35KP5dXkAAB+bmBtVuYysv4t4j6JqZoqlKS1FCrBfMzQ3x/v1nxMamiqV/xwkzweG+wIvIEPj5xaBfPwPIyko+jaPEkRBCGrDcrGwcnrMECk2aYO4/e8V+h3DL9m3htPU3nHF2wef3ot+aoaiohCGDR6KrkSl6dK98xWJDukFGWgRdqn7zJhtv336CkZFWrc/mf/mCGB9/mNiOECXEesHBwQJXxXQoRlW1DRztZ+DosV0AgA8fPuP167cwMdERy3g1ocSREEIauMK8fJxcuQ7psQlYevIIVDuI5xpYlpwspu76Hb5nLyMhOJSRPgdYjkAMJwIHD2/D0kXrwGJV/LXV0ErySFqTJopQU1NBUpJgh5f8/WNgaWnE17PB7o3jCkKHCZZiW6aePXM5PO9cQXrG/xJ8X58oqexzpMSREEIaAV5JCW7s/AuBV9yx5NQRaLD1GR9j1E+L8PXzZzxwPclYnzbW9vC6exWPn9xBTu4njLJ1rPA+l5sKA5pxFJqBgQbi49NRXFwiUDt/vxiYWxjy9WxcUDBU1NqhXedOwoRYL/TurYcvX/IRFfWa8b51dQxg3ncwTp89XOF1H59o9B/AX/LOJEocCSGkEfE5fQHX/9iDef/8BcMB5oz123XIAHS3GoJzazdXe82soNq3U0cXXTZ8/b0BAAcObcOM6cvQtGnzb8/QUrVoBF2mLuP//zfI8KOkuBjPb92F2eiGW9NRnEW/Fy1YA7dTB5H7peKNUD4040gIIUQSXng/xn/LfsWPm9ai3wQ7kftrpakORxdnnFr1G758/MRAhKWsRozDw8e3UVhYAACIT4iBv783pk9Z/O2Z2NhUdOnSga+DGqQyQU9Ul4mOTkabNi3Qrp0KX88He9xGz9HWDfbn5DDBUixFv837DUEr1Ta4eftipfdSUt4hNzdP4n84UeJICCGN0KvwSByYvhCDZ0yG7bIFQv9Cl1NQwLTdW+F9zA2vI6IYi09GRgbWVuPh6XW1wuuuJ/7CiOF20NIqPRSQm5uHDx8+o2PHtoyN3ZgIeqK6DI/HQ0AAF+bm/C1Xp8cm4Ounz9AxMxF4rLrOxEQHPB4PYWGJjPYrKyuHBfNW49CRHSgpqbo6gY9PtMRnHSlxJISQRup9cgr2T5mLLr17YtL2jZCVlxe4D7tff8KHlDT4nKk8IyKK7t16oSA/D7GxFW/GyM7+gLPnj2DRAudvr9FytfDYQiaOABAgwHI1AIR43EGvsSOFGqsuE9cytd0YJ2RkpOBZsE+1z/g8iZR4PUdKHAkhpBHLzf6Iw3OWQlZODvOO/IUmLZrX3uj/mY60gl6/3rjoso3xuGys7eF592qV7127cQbqHTqib5+BAOhktbBkZVnQ0WmP2FjhrjP0E+CADAA8v30XxsMGQl5JUajx6qoJjpa4zPBtMc2bt8SUSQtx+Mj2Gp8rnXGU7AEZShwJIaSRK8rPx6lf1iMlmoMlJ49AVb32cj3tOnfCuNXL4bZiLfJychmNp0mTpuhvMRz377tXHW9RIQ79sw2LFqyFnJw8zTgKSVe3A9LSPiAvr0Co9k+fxsLERAeKivzNVH9+9x6vIqJgPHSQUOPVRcbGnaCoKI/g4DhG+506eRGe+N5F0qv4Gp/jclOgrKwITc02jI5fE0ocCSGEgMfjwePP/Qi4eA1LTx6FppFBtc8qNFHC9D3bcHvfYaTH1vyLTRiDBlojPOIZsrLfV/tM0NMnSEt/jfF2k6kkj5CEPVFdJjc3DxxOCnr21OW7TYjHHZiNaTinq8VR9FtTQxtWw+1w4uTffD3v6yvZfY6UOBJCCPnG9+wlXN22G3MP7wV7gEWVzzis/xXJURwEXfUQSww2Vvbw9LpS63OH/tmOSRPnIy01l2YchWBoKNyJ6vIE3ecY+eAxOnXviuZtWos0bl0hjqLf8+euwvmL/yI7m7+bl3wlvFxNiSMhhJAKIh88huvSVfhh0xqYO46v8F5fh7HQYOvj6tZdYhlbXb0jOmrpIOjpk1qfTU5OxD1vd9haT0WzZkpo0UJZLDE1VIZsTaEPxpQp3efIf+JYmJePSO8n6DnSSqRx6wJDQ02oqjZDYCCXsT5NevSFjo4Brlzjv4i+j0+URA/IUOJICCGkktcRUTgwbQEGTZuIUcsXQkZGBuoGehi5bAFOrlyHgq95YhnXxsoe9x94oKiokK/nT54+CEvL4YiJ/kwHZAQkyonqMv7+HIFmHAEg2MOzQSxXly1TM1XwnsViYdECZxz9989vtUv5ERaWiI4d26JVK/4PtomCEkdCCCFVep+Siv1T56FzTxNM2bkZ03ZvxfXte/Hm5SuxjMdisWA9YhzueFV9mroqOTmfcMLtb2S/16XlagEZGmqKtMcRAJKT3yI/vxC6uh34bpMYHArlli3QQb+LSGNLm72DBaNFv0fZOiIv7yseP7kjULvi4hIEBnIFTuCFRYkjIYSQauVmf8Q/c5ehuKgI0Y99Eep5T2xjmZr0Q3b2eyS+FGzp75bnJRQUsGBhPkJMkTU8GhqtkZubh48fRT8RL+isI4/HK63pOMZW5LGlRVe3A9TVW8HXN5qR/gwNumHWjOXYvfc3odr7+kRh4EBjRmKpDSWOhBBCalSUn4+zazbBfRd/pzyFZVtD7caalJSUwPvhSejpWkNBoWHVCBQXNlsLHI5os41l/P1iYCHAPkcACLl5B6YjR4AlK8tIDJLm4GCBa1cDUFJSInJfrVq1xaYN+/HnnvV49TpBqD5K9zlK5oAMJY6EEEKkrmnT5ujbZxAePLglVPsHD73RRDkXPzrOZjiyhonN1gJHxGXqMv7+ghUCB4A3L1/hY+Zb6PXtxUgMksbUaWp5eXlsdtkPj1sX4BfgLXQ/QUGxMDbuBGVl8f/hRIkjIYQQqRs6ZBSCn/vj0+dsodrHxaWB3TULDuOnoU2b9gxH1/CwGThRXSY8/CW0tduhZcumArUL9vBEr7H1b7m6Y8e20NZuh8ePI2t/uBY/L9uEt+8ycfrsYZH6ycsrQHj4S/TrV339VaZQ4kgIIUTqbK3scYeP2o3VycsrwIesN3ji64F5s39hMLKGyZCBE9VlioqKERwcL3DSEuZ5D+wBFlBUrl9llBwcLOB+IwjFxaItU4+3mwJ9va7YsWsNI3H5PImSSCFwShwJIYRIVaeOumjTVg3PgkVb+uNyU5GY9BgmPfqgq5EpQ9E1TEzOOAJAgBBleXKzPyIhJBTdRwxmLA5JYGKZ2tSkH6ZMWoD1GxcjL+8LI3FJqp4jJY6EEEKkysbKHvfu30BJSbFI/XA5KdDRaYOjrruxZNE6yMjIMBRhw6Kq2gxKSgpIS+PvZhJ++PlFC1QIvEywuyfM6tHpag2N1jA01MSDBxFC96Gmpon1a/7Elm0rkZHBzD5ToLQYe58+epCTE++BI0ocCSGESA2LJYsRw8fizt1rIvfF4aTA0FAT3g88UFxcBKsR4xiIsOFh8kR1mcBALvr00YOsrGBpRfRjP6gb6EFFrX7sS7W3t4CHx1MUFhYJ1V5JSRm/bzqEU2cPIyw8iNHYPn7MRWJipkB3hwuDEkdCCCFS06f3AGRkpiI5OVHkvrjcFBgYaoLH4+HAoa2YM2sFmjQR7MBGY1B6YwyziWNWVg5ev36H7t07C9SuuLAQ4XcfoOcoa0bjERd7BwtcEXKZWkZGBs6r/gCHG4HrN84wHFkpXx/x73OkxJEQQuoZU5N+0g6BMbbW9gLdFFOTshlHAOBwXyA4xBeTneYz0ndDwmZrgsPg/sYyAf4xQt1eEuJeP05Xt2+vgh49tHHvXphQ7adOXoTWrdth3/5NDEf2P5Ko50iJIyGE1DNzZv0s7RAY0aKFKnqamuPho9uM9JeZmQ15edlvd/Yec92D0SN/gHoHLUb6bygMDJk9GFPGz0/weo4AkBT+ArJyctDqKpkr84Q1frw5bt0KRn4+f/eol2dpMQyjbB3hsnkZCgsFb88vH59o9O9vJNb9vZQ4EkJIPaOo2AQW5kOlHYbIhg8djYDAR8j9ksNYn1xuKgwMNAAAHz68xYVLrlgwbzVj/TcEbAZL8ZTn7x8DS0vhZruCPTxhNsaG4YiY5TDBUqhlam1tPfzy8+/YsGkpPnx4K4bI/ic9/QOys3PBZovvjyVKHAkhpJ5xPb4Xs2cur/enhm2s7XFHiCsGa1J+uRoALl91g66uIXqamjM6Tn2lpKQANTVVvHyZyXjfcXFpaNJEAZqabQRuG3LzDkxshkNWTo7xuJjQpk0L9OrVBV5eoQK1a968JX7feBCHjmwHN/aFmKKryMcnGgMHim+fIyWOhBBSzwQEPsTXr18wdPAoaYciNF1dQzRv3hKhYYGM9svlpHybcQSAwsICHD6yHUsWrgWLVT/vRWaSgYEGEhLSRS5eXR1//xiYmwu+XP0hJQ1vk17DsH/d3L9rZ9cPXl6h+Po1n+82LJYsNqzbC1//+7h3/4YYo6vIV8z1HClxJERIRSUl4PF4YvlKTk2V9rdH6rh//9uLmdOXQVa2bs7Q1MbW2gF3710Hj8djtF8uNxUG5WYcAcDX7z6yst9j7OgfGR2rPhLHieryhCkEXqZ0ubpuHpJxmCD4aeoFc1eBxyvB0X93iymqqvn4RGGAGA/I1M9PHELqADkWC3simZ0tKbPCuG7+1U3qjrDwIKRlJMPW2h43b1+UdjgCkZOTx9DBo7B42Q+M9/39UnWZA4e2YffOE/B+eAufP39kfNz6gs3WEsuJ6jJ+fjHYs3eOUG3D7z7AmJVL0aRFc3z99JnhyISnotIUFhZsOE7Yzncb6xHjYG4+BAuXOIpc2F5QcXFpkJeXQ6dO7fDq1RvG+6cZR0IIqadc//sL06YshoKCorRDEYh5v8F49Toe6QzemlEmISEdHTu2rXR7xsukWDz2uYMZU5cwPmZ9YsjWZLz4d3khIfEwMtKCsrLg/03mfc4B1z8IPayHiSEy4Y0d2xfe3uHIzc3j63m2YXfMn/sr1m9YhJycT2KOrmo+YqznSIkjIYTUU9zYF4jhRsBu7CRphyIQGyt7Rm6KqUpBQRGSk99BV7dDpfeOn/gbQwaPgnanLmIZuz4Q14nqMnl5BYiISELv3npCtQ9290SvOrZcLchp6tat22HThv3YtWcdXr1OEHNk1fP1iRbbcnWtiaOrqysyMzPx4sX/TgO5uLggJSUFoaGhCA0Nha3t/37Izs7OiIuLA4fDgZWVlViCJoSQ+sba2hocDgdxcXFYvbrq8jCOjo6IiopCZGQkzpzh72aJ4yf2YeIPc6CsXD9uSFFVbYNuxmZ4/MRLbGNwualVLld/+pyNU2cOYdHCNWIbuy6TlWVBV1cNXK5491AHiFCWh+sfiDYdNdFaU6P2hyWgRQtlDBpkjJs3n9X6rLy8Aja77MeNm+cQEPhQAtFVz0eMB2RqTRxPnDgBG5vKtZX27t0LU1NTmJqawtPTEwDAZrMxceJEdO3aFTY2Njh06BBYLJrUJIQ0biwWCwcPHoStrS2MjIzg5OQENrviAYIuXbpgzZo1sLS0hLGxMZYvX85X30mv4hEc7IsJ9jPEEDnzrIbbwdfvPvLyvohtDG41+xwBwP3mebRt3b5B1MEUlI6OGtLTs5CXVyDWcYQtBA4AJUXFCLtzHya2wxmOSjijR/fG48eR+PSp9v9ef/5pI968SceZs/9IILKaRUQkoUMHVbRp04LxvmvN6nx8fPDhwwe+OrOzs8P58+dRUFCApKQkxMfHo0+fPiIHSQgh9VmfPn0QHx+Ply9forCwEOfPn4ednV2FZ+bOnYuDBw8iOzsbAPD2Lf+Fgk+c3A/7cVPRooUqo3GLg43VeHh6XRHrGBxOCvQNqp6xKi4uwsF//sCi+c6Ql5cXaxx1jbiXqcuUleQRts4o1/8puvTuyXBUwrF3sMDVK/61PzduKvS7dMWOP+vGbHZJSQkCArjo35/55WqhpwOXLFmC8PBwuLq6QkVFBQCgoaGB5OT//UeZkpICDY26Md1MCCHSws9no76+PvT19eHr64uAgABYW1vz3X96RgoePr6NSRPnMhazOBgadIO8vAJeRIaIdZzqlqrLBIf4Iel1AhzGTxdrHHVN6Ylq8R2MKZOZmY2srJwafwY1SQqLQMfuXcGSk27dzaZNlTB8uAnc3YNqfK6naT9MmjgP61wWIS/vq4Siq52vmA7ICJU4Hj58GLq6ujAxMUF6ejp27y6tUVTVXxdM1+gihJD6hp/PRjk5Oejp6WHw4MFwcnLCv//+i5YtW/I9xqkzh2FjbY82bdqLHK+42Fg7iO1QTHnVleQp7/CR7Zj4wxyoqgp+y0l9ZcgWzx3VVfEXoZ7j10+f8SElDZpsA4ajEszIkb3g7x+DrKzqr8TsoKaJdc5/Ysu2lcjMrFv1d8W1z1GoOo5v3vyvLtCxY8dw8+ZNAKV/RWtp/e9+RE1NTaSlpVXbj4uLy7d/fvToER4/fixMOISQRmzQoEEYPHiwtMOoET+fjSkpKQgMDERRURGSkpLA5XKhp6eH4ODgSv1V9dn54cNb3Pa8jKmTF2HvPpdKbaRNQUERgwfZYO6CcWIf6/37TyguLkHbti3x9m3VNRtTU1/B884VzJn5M3btWSf2mOoCNlsLR4/ckchY/n7RMLdg499/7wrVPjEkDDo9TfD6RTTDkfGv9DR19cvUTZo0xdbNh3HqzCGERzyVYGT8efYsDkZGWmjWrAlycirPhAr72SlU4qimpoaMjAwAwPjx4xEZGQkAcHd3x9mzZ7Fnzx6oq6tDT08PT59W/y9z06ZNwgxPCCHfPH78uMIfnRs3bpReMNV49uwZ9PT0oK2tjdTUVEycOBGTJlUsoXP9+nU4OTnBzc0NrVu3hr6+PhITE6vsr7rPzvMX/sXJ43dw4ZIr0tJeM/59iKK/5XDExkXh7dsMiYzH5ZbOOlaXOALAqbOH4PbfHejrGyM2NlIicUmToaFkZxyX/2xX+4PVSHweDrNR1njkdpbBqPjXpIkirK1NsWTx4Srfl5GRgfOv2xEVE4br7tKJsTb5+YV4/jwB5uaGuHev8h3bwn521rpUffbsWQQEBMDAwADJycmYNWsWdu7ciYiICISHh2PIkCH4+eefAQDR0dG4ePEioqOjcefOHSxevBglJeK5D5MQQuqL4uJiLFmyBF5eXoiJifn2Oblp0yaMGTMGAODl5YX3798jKioKDx8+xKpVq/g+mFjm0+dsXLl2EjOmLhXHtyESG6vxuON1VWLj1XSyusyXL7n47/hfWLqo4c84qqu3wpcv+cjOzpXIeFFRr6GmJvyp3sSQMHTu2UPoAzaisrY2RXBwPN69q7qA99TJi9BKtQ3+PrBZwpEJxlcM1w/WOuP4/V/FAPDff/9V+/y2bduwbds20aIidU5yaio01dWlHQYh9Zanp+e30mVlyi85A8DKlSuxcuVKkca5fNUNp094obO2Pl4mxYrUF1PatlWDvr4x1rssltiYHE4KDKo5WV3enbtXYTd2EoYOGYUHD29JIDLpkNSJ6jIlJSUIDOTC3NwQHh6CL+N+fvceudkf0b6LDjLiJF9Iu6ai3/0th2Ok7QQsXOKIwsJCCUcmGB+faPy62oHRPumuasIXTXV1upeZkHrg69dcnD1/DLNnLsd6l0XSDgcAYDViHB4/8UJBQb7ExuRwUjBocLdan+PxeDhwaCt+W7sH/gEP6tSpWCZJ6kR1eaWFwNlCJY5A2T7HHhJPHBUV5TFqVC/8stK10nudtfWxcvkWrF43F1lZ7yQalzD8/WPQq1cXKCjIoaCgiJE+qTo3IYQ0MO43z6FLFzbY7B7SDgVA2TK1eGs3fq+2kjzlRUY9x4uoEEz8YY6Yo5IeSc84AmWFwIU7WQ0AL5+HQcfMhMGI+DNihAnCw5OQmZld4fUWzVWwZdNBHPznj3qzJ/bTpy+IjU2DmRlz12xS4kgIIQ1MYWEBTp4+iDkzf5Z2KOhmbIaioiLEcCIkOu7Ll5nQ0GgNRUX+inwfPfYnxo2djHZtK99x3RBIshRPmaCgWJia6kBBQbjFzYT/P1ktafYOlpWKfrNYstiwfi98fO/hvre7xGMSBdP1HClxJISQBsjr7nW0bauGnqbS3QpiY2Uv0UMxZYqKipGYmIEuXfhLBN+8TcfV66cwf+4qMUcmHWy2FjgcyS5V5+R8RVxcGkxNdYVq/yGltGSVJO+tlpeXw9ixfXD1asXEccG8X1FcXIxjrn9KLBamMF3PkRJHQghpgIqLi3Dc7W/MmblCajEoKTXBgP4jcE9KMzSCLFcDwIVLrjAyMkE3YzMxRiV5KipNoaysiNTU9xIfO0CEQuAAkBgSCp1ekpt1HDq0OziclAr/rqytxqNf30HYsm1FvawU4+MTDUtLNmMn1ClxJISQBurRY0/IKyjA0nyYVMYfNMAakVHP8eED//duM4mfkjzl5efn4eixXViyaB1YrIbz61Eas41lRN3nKOnl6iVLR+PM6Uff/jfbsDvmz1mF9S6LkJNTdWmeuu7Nm2y8ffsRxsadGOmv4fw/gxBCSAU8Hg+u/+3F7JnLpZII2VhLZ5m6DIeTAn0Dwe5LfvjYE3l5X2FjbS+mqCRPGgdjyvj//8lqYb18Hi6xAzJDhnSHoaHmt9tuWrduh00b9mPXnnV4/brqYvz1BZP1HClxJISQBizw6WPkfsnB0CGjJTpuBzVNaHfSg3/gQ4mOW56gS9VlDhzailnTf0JT5WZiiErypFGKp8yrV29QXFyCzp2Fu0M9M+ElmrRojhZtxXunuIyMDHbumom1a06isLAI8vIK2OJyADc8ziJAiv8NM8XHJxoDBhoz0hcljoQQ0sD9+98ezJi2FHJy/J0wZoK11Xh4P7yJoiLpFUjmcvkrAv69uPhoBD59jCmT60YdTFFJ40R1eaWzjsLNdvF4PLwMDYdOT/GWlnJyGoiiomJcuuQLAFixfBMy36ThzLkjYh1XUnxoxpEQQgi/wiOeIS3tFWxtmL1BojoyMjKwHjFOqsvUAJCdnYsvX/LRoUMrgdu6/rcXNlbjoamhzXxgEibNpWoA8PeLgYWFodDtE4PD0FmMy9WKivL4fetUrPql9FY8h/HT0UWXjR1/rhHbmJKWmFh6R7yOjprIfVHiSAghjcC//+3F1MmLoKCgKPaxTE36Iif3M+ITYsQ+Vm04Ah6QKZOV/R7nLhzDwvmrxRCV5CgpKaBDB9VviYM0+PuLdkAmUcz7HJcsGY2wsJfw9Y2GSY++cPpxDta7LG5wtwj5+EQzUs+REkdCCGkEYuOiEB0divF2U8Q+lo2Vg9RnG8vECrnPEQCuXj8FLa3O6N2rP8NRSY6+vjoSEjJQXCy9MjJhYS+hq6uGFi2UhWqfyuGilXoHNGnRguHIAFXVZvh1tQPWOLtBRkYGSxauxd6/NyIzM5XxsaTN50kkI8vVlDgSQkgjcdztb/zoOFushz6aKjeDeb/BuOftIbYxBCHsjCMAFBUV4l/XPZg5bRnDUUmOtJepAaCwsAghIQno29dAqPYlRcV4/SIKnU27MxwZsG7dD7hy2Q9cbgoG9LdCYVEh/Py9GR+nLvDxiWakEDgljoQQ0ki8ep2AoGeP4ThhptjGGDzIFs9DA/DpU5bYxhBEaUke4W8e8fG7B+WmzaR+A4+wpHmiurwAEcvyJIQwf2+1tnZ7TJ8xDJs2nYOMjAxmTF2C425/MzpGXRIZ+Qpt27ZE+/YqIvVDiSMhhDQibqcOYpzdZLRsqSqW/m2s7XHn7jWx9C0MLlf4GUeg9FTv2XNHMNlpIYNRSY5hHZhxBMoKgYtwQCYkjPGT1b9vnYq/93kgMzMbgwfa4GveFzx99oTRMeoSHo8HP78Y9O8v2nI1JY6EENKIZGSk4MHDW5g0cR7jfWtp6aCDmiaCntadX76vXr1F27Ytoaws/KEg74e30EFNE0Zsyd1gwhS2lEvxlAkI4KBvXwPIygqXdrx+EQ01PV0oNFFiJB4zsy4YNMgYe/ZcB4vFwvRpSxv0bGOZ0kLgoi1XU+JICCGNzKkzh2FtNR5t2ghXlLk6Nlbjcc/bAyUlxYz2K4qSkhLEx6dBT09d6D6Ki4tw/uK/mOw0n8HIxE9WlgVd3Q7gcqV/0OPDh89ITX0v9LV3Rfn5SOPEolN3ZopY7/pzFjZtPIvc3DwMHTwKnz9/RHCIHyN912U+PlEi73OkxJEQQhqZrKx3uHnrIqZPWcxYnyyWLKxGjMMdryuM9ckUYW+QKc/T6wr09Y2hqyPcAQ9p6Ny5PTIyspCXVyDtUACIvs+RqbI8o0b1Rtu2LXH8+H2wWLKYOmUxjrvtE7nf+iA4OB76+upo3ryJ0H1Q4kgIIY3QhUuuGNDfChoaws0Afa+XmSXevknHq9cJjPTHJK4IJ6vLFBYW4NLl45g0sf7MOrLZWuBwpH8wpkzpPkcREseQUHQWcZ+jrCwL23fMgPPqEyguLsHwoaORlfUWz0MDReq3vigsLEJwcDwsRPg5UOJICCGN0OfPH3Hp6gnMnLaUkf5s69ihmPJEPVldxv3meZia9Ks3t8mUnqiW/v7GMv7+HJFmHJPCXqBjNyPIyskJ3cfMmcPx5k02bt16BhZLFtOmLMZxt/1C91cf+fpEYeBA4ZerKXEkhJBG6srVkzDp0Vfk5dfmzVuil5klHjy6xVBkzGJiqRoA8vK+4Lr7GTj9OJeBqMSv9ER13Zlx5HJT0Lx5E6irC34FJADk5eTibVIytLoKl3wqKyvCZeMk/LrqOADAaoQdMt+kIzziqVD91Vei1nOkxJEQQhqpvLwvOHv+KGbOWC5SP8OGjkbQsyfIyfnEUGTM4nJToa+vARkZGZH7unbjNCwth6Fd2w4MRCZedeVEdXn+/hyYm4tWu7ELcQAAIABJREFUlqezmXDL1StXjsfjx5EICYmHrKwcpk5ehBMnG/5J6u8FBHDQs6cuFBXlhWpPiSMhhDRiHrfOQ1fHAF2NTIXuw9bKvs5cMViVnJyvyMrKgZZWG5H7+vz5I257XsaPjrMYiEy8DA3rXuJYekBG+DqCic+FKwTerp0Klv00BuvXnQJQWgEgLe01XkSGCB1LfZWT8xUxMcno3VtPqPaUOBJCSCNWWFiIk6cOYs6sn4Vqr9PZACoqrfE8NIDhyJjF4aTAwED05WoAuHTlBIYPGwtVldaM9CcO6uqtkJdXgKysHGmHUoGohcBfPg+Htkk3yLAES182bnSC2wlvJCVlQk5OHlMmLcCJk41rb2N5Pk+Er+dIiSMhhDRyXveuo1WrdjDraSFwWxur8bh7/zpKSkrEEBlzYhna5wiUljPyfngTDvbTGelPHNh1bH9jmeDgeBgbd0KTJsIVZM/5kIWc91nooKfLdxsDA004TLDE1q0XAQC2Ng549ToRUdGhQsXQEIhSz5ESR0IIaeRKSopx/MQ+zJm1QqB2srJyGDZsTJ09TV0eh4GSPOVduOiK0aN+QLNmLRjrk0mGhpp16kR1ma9f8xEZ+Qq9enURuo+EkFDoCLDP8Y/t07FzxxVkZeVAXl4ek53mN8q9jeX5+kbD3NwALAFnbgFKHAkhhAB47HMHLBYL/S2H892mX99BSElJQmrqKzFGxgymSvKUyXyTBv+ABxg3djJjfTKprs44AkCAiGV5XoaEQ8eMvz25/fsbwcSkMw4cuAkAGGXriMRELjjcF0KP3xC8e/cJ6elZ6N5dW+C2lDgSQggBj8eD6/G/MHvGcr5nIWytHer0oZjymCrJU96588dgP24qlJSUGe2XCYZ18ER1GT+/aBELgYfxXQh815+zsH7dKeTnF0JeXgGTJs5v1HsbyxP23mpKHAkhhAAAnj57gk+fP2L40DG1Pquq0ho9uvfGoyd3JBCZ6FJS3kFFpalIV619LznlJcIjnmL0SEfG+mRK6Yxj3Uwc/f05sLAwFLo8UlZ6BooLC9Gmk1aNzzk69oecnCzOnXsCABgz6kfExkUhNi5KqHEbmtJ6joKfcKfEkRBCyDf//rcHM6Ytg5xczTXehg8bAz9/b3z9miuhyETD4/G+1XNk0plzR/DDhFmQlxeuJp44tGzZFE2bKiE19b20Q6lSevoHfPr0VaSfRWJIGHRrKMsjLy+HbX9Mw6+rjoPH40FRUQlOE+fRbGM5PjTjSAghRFQvIkPwOjkRo2xrnkWzsbaHZz1Zpi7D5TJ7QAYA4hNikJDIgfWI8Yz2Kwo2W7NO3VFdFX//GJH2OZYuV1efOC5caAsOJwUPH0YAAMaOnojo6FDEJ8QIPWZD8+rVGxQWFkFPT12gdpQ4EkIIqcD1+F5MmbwQiopKVb6vr28MJSVlRLx4JuHIRMNl+GR1mTPnjmDij3PBYsky3rcw6vIydRl/vxhYiFDPMTGk+kLgLVs2xZq1jnBefQIAoKTUBD86zobbqYNCj9dQ+fhECzzrSIkjIYSQCuLioxEZGYLxdlOqfN/W2h5ed6+Bx+NJODLRcDgpMBBD4hgZ9Rxv36Zj6JBRjPctDDZbC9x6MOMoygGZNy9fQVG5CVTat6v0nrPzBNz0eIaoqNcAALsxk/AiMgSJL7lCj9dQ+QpRz5ESR0IIIZX85/Y3fpgwC02Vm1V4XV5eAUMGj4RXPajd+L3S22OY3eNY5sy5I5g8cR4j92GLyrAOl+Ip8+LFK6irt0KrVs2F7iPxeTg6fzfrqKXVFnPmWmHDhjMAACUlZfzgOAtupw6IFG9DVbrPUbADMpQ4EkIIqSQ5ORGBQY/wg+PsCq9bmg9DQgIHmW/SpBSZ8OLi0tGlSwehih7XJjjED3n5ebC0GMZ434Ji1+FSPGVKSkrw9GkszM1FXK7+rizP5i2TcfjQbaSnfwAAjLebjNCwQCS9ihcp3oYqOjoZKipN0aFDK77bUOJICCGkSm6nDsBurBNUVP73S6U+Hoop8/VrPjIzs6GtXXl5kwlnzv2DyU4LxNI3v5SUFKCu3goJCelSjYMfIhcCf15xn2OPHp1hZWWKnTtL//tUVm4KR4eZtLexBjweD76+0QLNOtaaOLq6uiIzMxMvXvyvyrqqqiru3r2L2NhY3L17FyoqKt/e27dvH+Li4hAeHg5TU/4quxNCSENnbW0NDoeDuLg4rF69utrnHBwcwOPxYGZmJsHoqpb5Jg3e3h6YNHE+AKBN63ZgG3aHj+9dKUcmPHEuV/v5e0NJUQm9zCzF0j8/9PXVkZiYieLiun13OAD4+Ym2zzGNG4+W7duhqUpLAMCOnTPx+5YLyMn5CgCwHzcNz0J8kZycyEi8DZWvgAdkak0cT5w4ARsbmwqvOTs7w9vbG/r6+vD29oazszMAwNbWFnp6etDT08O8efNw+PBhAcMnhJCGh8Vi4eDBg7C1tYWRkRGcnJzAZlf+hdmsWTMsW7YMgYGBUoiyaqfP/gOrEXZo17YDRgy3wxMfL+Tn50k7LKHFiuEGmTI8Hg9nzh/FZKf5YumfH/XhRHWZoCAuzP6vvXuPi6rM/wD+YQCRiwgCgtxkEAZQVBBFE0vLiFxTNDFRM83W3a2s7bJbVlra1v5Qt9py2600C1cR74oaIpWXAlSE4abMcJlBGWC4Cyp3OL8/iFmQO8yZZwa+79freQlnznme74yHw5fznOd5/CbA0NBgQMe3NDfjVmoGhNOm4oknfDF+vA12744BAJiamGHZ0ufw3/3/VmfIQ9Iv/Rwg02vi+Msvv6CioqLDtuDgYISHhwMAwsPDsWTJEtX2ffv2AQCuXr0KCwsL2NnZ9TkYQggZivz9/ZGTkwO5XI7GxkZERkYiODi4035/+9vfsGPHDtTVaU9iVnmnHKfPROK5NS/jyaBlOttN3UbC05Q8bX6+cBY2NuPgPWkab230xMvLCRIdSRyrq2uQm6uEj49wwHXIklLgNt0HO3Y+j3c2haOpqRkAsOzptbhy7SIUBXlqinboSk7OhaurbZ/3H9Azjra2tlAqlQAApVKJsWNbnxdxcHBAfv7/TliFQgEHB366BAghRFf05dro4+MDJycnnD17VtPh9erQkb14OCAQ4DjczExhHc6gSCQKiDz4SxxbWpoReWg3s7uOHp6OWj+iur2E+EwEBPR/2bs2siQxQp6eierqWpw82Xqn3szMHE8vWUN3G/uoqakZ165l93l/tQ6O6WoaAl2b54sQQtStt2ujnp4ePvvsM7z55puaDKvP7t2rxlff7MD+g1+xDmXQpNICeHrye0MjJvYEJrh6wm3CwJ/fGyhdGFHdXutzjgMfWV2am4unfEbjvc0Rqm3Ll61DXPxPKCzSnc+BtcuXMvq874AeLCguLoadnR2USiXs7OxQUlICoPWvaCen/y067ujoiMLC7qds+OCDD1RfX7x4EZcuXRpIOISQYWzu3LmYN28e6zB61Nu1cdSoUfD29sbFixcBAHZ2doiKisLixYuRlJTUqT4W187omGO8t6EJRUUVMDY2goWFKe7c4Wed7cbGRhw+uherV/4R2z56jZc2uiIQCODmZg+ptEBjbQ5WfHwmtu9YN+DjN760ADlF91HcYAQAMB9lgeDFq/Cnl0PUFOHQNdBr54ASx6ioKKxduxbbt2/H2rVrcerUKdX2jRs3IjIyEjNnzkRVVZWqS7sr27ZtG0jzhBCicunSpQ6J09atW9kF043ExES4u7vDxcUFBQUFCA0NxapVq1SvV1dXw8bGRvX9hQsX8Je//KXLpBGga+dgtY6sdsTVq/ytJHLmh8NYGfoHODm5amxUr1Boi+LiO6itrddIe+oglxdDT08P48ePxa1bJf061traHG+8uRRv/zsBrtN9kJVwDc8sfx6//HIeSqXudNezMtBrZ69d1REREUhISICHhwfy8/Oxfv16hIWFITAwEFlZWQgMDERYWBgA4IcffoBMJkNOTg52796Nl156aWDvhhBChpDm5mZs3LgRMTExyMzMxOHDh3Hz5k1s27YNixYtYh3esMP3ABkAqKurxYmT+7Fyxe95bac9XeumbhMfL8HsAUzLs2VLKA5GXELcuXi4TvOBubklnlq4AvsjdP+RCm3W6x3H9n8Vt/f44493uX3jxo2Di4gQQoag6OhoREdHd9jWvsu5vUcffVQTIQ1bfE7J097JqAPYH34etmPtNbLSji6NqG4vPu4mAgK8cPBg3x+5cHMbh5Wr5mKi14u4W9MEx4keWBm6ARcvRuvkqka6hFaOIYQQMqxIJAp4aCBxvHevGmfOHkaohu466sIa1V2Jj5f0e4DM3/9vLT795ATKyqpRX1ODSnkBnvrdM0NiAJe2o8SREELIsMLn6jEPOnY8HI/NWwhLS2ve29LVrmqxOBfu7vYwMzPu0/6zZnnA31+Ef/4zSrVt7N0RyCyUoqysmK8wyW8ocSSEEDKs5OQUQii0hYGBPu9tVd4px48/ReGZZc/z3paXlxMkEt2749jQ0ASxWIaZM0V92n/nP9bj/S37UVfXAACwtLSGl60ICoMqPsMkv6HEkRBCyLDS0NAEhaIMrq6aWdns0JG9WLBgGUaNGs1bG+PGjUF9fSMqKu7y1gafWicC732AzJIls2BmZoz9+y+qtq1csQE//hyFsd7uEOjz/8fAcEeJIyGEkGFHIinQWHd1SWkR4uJ+wtLgZ3lro7WbWvfuNrZpnQi858TRwEAfYdvX4a2/foeWlhYAgJXVWAQFLkF4+L9QVVwCew83TYQ7rFHiSAghZNjJkvI/JU97Bw/txtLgZ2FsbMpL/bo6orpNQoIEs2Z5QCDoPi3ZsCEIeXkliI0Vq7atCv0DomOOobKyDLKkFAin+Wgi3GGNEkdCCCHDjibmcmxPUZCHZHECFi1cwUv9Xl5OOjkwpk1ZWTWUykpMmuTc5eujRhljy/uhePut71TbrK1tMf+xpxB5eA8AQJacClc/Shz5RokjIYSQYUciUUCkoa7qNhGRX2N5yPMwNByh9ro9dbyrGmidlqe75xzfemsZYmKSkZoqV217duWf8EP0Udy5UwEAkCelwHXaVI3EOtQYmZr0eV9KHAnRQk0tLeA4jpeSX6A769gSwheptABeXk6976hGuTIpsrIysCBomdrr9vTUzal42ovv5jlHe/sx+NOLC7Bl837VNtux9pg3bwEiD3+r2nanuAT1NbUYKxyvkXiHkgWv/LHP+w5orWpCCL8MBAJ8mnGFl7rf8J7FS72E6JLS0tapW6ytzVFWVq2xdg8c/Bqb3/kEZ6OPoLm5SS11mpubYNQoYygUZWqpj5X4+Exseiek0/YPP1yN3d/EdHh/q1f+EWfOHkJ1dWWHfWVJKXCd7osS+S3e4x0qjExM4PfUk33en+44EkIIGZY0/ZwjANzMTEGRUoH5jy5UW52t8zfqfk+CRKKApaUZbG0tVNu8vcdj4VMzEBZ2VLXNzs4RjzwShMNHvutUh4y6q/tt+uIFyL56vc/7U+JICCFkWJJKFPDw0GziCAAHDn6FVSv/CD09PbXUp6srxjyI4zgkJEgwu113ddj2dfj7x0dQXV2j2rZm1Ys4FRWB6rt3OtUhS06hATL9FLAyBL8ePNr7jr+hxJEQQsiwJJUWaPyOIwAkixNQc/8eHg4IVEt9uj4VT3sJ7QbIPPbYFIhE9vjqq2jV6/bjnBAwez6OHPu+y+PLbuVD39AQluM0M7m7rnOfNQMtzc2QXRf3vvNvKHEkhBAyLEkkCngwSBwBYP/Br7B6Zd8HJPTE08tJ50dUt4mLu4mHZntBT08PO3aux7vv7ENj4/+eBV3z7Es4fvK/uHev++dS5TQtT5/NWRWCXyOO9OsYShwJIYQMSxKJQmOrxzwo4coFGBgaYsb0hwdd11DpqgaAxMRsTJnigvXrA9HQ0IijR+NUrzk6uGCW/zwcOx7eYx2yJDGEfvScY28s7e0g9JmC5LMx/TqOEkdCCCHDkkymhJOTNUaM0PwEIxzH4cDBr/Hsqj8Nqh4jI0M4OFhBJlOqKTK2amrqcfNmPj7/4g/46186Dn5Z8+xLOHZiH+7X3OuxDllSKib4+fIZ5pAwe8XTSIz6AQ21df06jhJHQgghw1JTUzPy8krg5mbPpP2Ll87BaowNJnv7DbgOkcgBcnkxmpqa1RgZW79czkBMTDLi4m6qtjk7u2KG3xwcP7mv1+OLsnNhZmUJszGWfIap0wyMjOC/5CnERx7v97GUOBJCCBm2WHZXt7Q0I+LQN3h21YsDrsNrCKwY86AtWw5g1cqdHbY99+zLOHr8e9TU3O/1eK6lBXkp6RDStDzdmrYgELfTb6Jc0f9pnChxJISQIUAul/O22pCmi1wu7/0Nq0mWVPNzObYX++MpuIx3g8h90oCOH0ojqtvU1tajvr5R9b3LeDf4+szCiVMH+lyHLImm5enJnFXL+zUFT3uUOBJCyBDg4uICPT29IVFcXFw09rmxHFkNAI2NjTh8dO+AR1i3jqgeWonjg9au2YjDR/aitrb3u41tWicCp8SxKy4+UzDCeCSy4q8O6HhKHAkhhAxbLFaPedDZ6CPw9vbDeOcJ/T52KHZVtyd0EWHK5Ok4dTqiX8cpbkhg4+KEkWamPEWmu+asCkFc5DFwHDeg4ylxJIQQMmxJpQXMnnFsU1dXi+Mn9mFV6B/6dZxAIIC7uz2k0qGbOK57biMiD+9BXV1tv45rbmrC7fSbcPGZzFNkusncxhoeATOReOrsgOugxHGIyC8o4PWZI0IIGYoqK++hvr4RdnZsR+CejIrATP+5sLPr+91PF5exKC6+g5qaeh4jY2fCBE9MnOiLqDORAzq+dSJwmpanvYeWL4H4h1jU3et7t/+DND95FeGFo709Ps24wlv9b3jP4q1uQghhqa27WqmsZBbD/ft3cfpsJEKf+T3++cXWPh3jxeOKMU6OQpiZjUJ5eSkq75ShsbGx94PUbN2aVxB5aDfq6/s3z2AbWVIKgl76vZqj0l36BgaYFRKMrza8Oqh6KHEkhBAyrEl/m5Ln4sV0pnEcPR6OfXvPYd/+L1FRUdrr/l5ejmoZUa2np9f6LOGU6Zg6eQamTJ6OxqZG3LlTgTGW1rCwGIOa2vuorChDeUUpKirKUFFZivKK0nbbWr/vaSnA/hC5T4KHyBt/+/sbA67jVloG7D1FMDAyQlP90Lwr2x9TAh9FcW4einMHN2sBJY6EEEKGNam0gPkAGQCoqqrE+R9P4ZmQ5/HVNzt63d/LywkJCZJ+tyMQ6MPdbaIqUZzs7Yeq6kqkpV9H/JUL+OqbHSguKVTtr6enh1GjLGA1xgZjxlj/9q8NbKxs4SHyxhhLG9VrI0YYoaKyDBW/JZhtSWVFRalqe3lFKSory9HU1P1dzHXPvYKIyK/R0DDwhK+htg7K7Fw4T54I2XXxgOsZKuasWo4L3/V9SqPuUOJICCFkWJNIFHg8UDumbjl05Ft8+3UUIg5+g+q7d3rc19PLCXv3/thrnYaGhvAQTcHUKdMxZfIMTJzog5KSQqSlX8ePP53Gp59/0OMdTo7jUF1dierqSsjzsnpsy8hoJCwtrTHG0hpWVjYYY9maZHp4TFYlnKq7mDX3VYlka1JZhoqKEnAchwmunvjgw1d6fW+9kSWnwtXPZ9gnjo4TPWA+1ho3L/066LoocSSEEMK7t99+Gxs2bMDYsWORn5+P9957DydPnmQdFoC21WPY33EEgLKyYlz+9TyeXroG3+/b1eO+rVPxdO6qNjIaiUkTfTBl8gxMmTwDnh7euJ0vR1paIqJOH8TH//eXXpPSgaqvr4NSqYBS2fOzl3p6ejA3t4DVmLEYM6Y10RxjNRY2NuNgNcYGn33+gVqeq5QlpeDh1cvRe3o9tAWsDEHC4RNoaR780pSUOBJCCOFdbm4uHn74YSiVSixfvhz79++Hm5sblEol69CQl1cCOzsLGBsbobaW/bNwBw/txpefH8Lho3u7XWLPzs4SDQ1NqKi4C1MTM0yaNA1Tp7Q+nzjB1QO5MilS0xIReXgPMm4k9WmpPk3iOA5VVZWoqqqETC7lrR25OBWrw7ZCYKCPliG0nnd/mFqMhvdjjyBs4TNqqY8SR0IIGQY+SU9QSz1vTn5oQMcdPfq/5c0OHz6Md955B/7+/oiKilJLXIPR0tKC3Fwl3N3HIS0tj3U4KCy8jaTkOCx+aiUiD+/p9Lq5uSWWBD+NzAxLfP3lMTg6CiGRpiMtPRF7v/8cNzNTBjwSeaiprb6LisIiOHh6ID/jJutwmJi5bDEyfr6M+3eq1FIfJY6EEDIMDDThU5c1a9bgjTfeUC0naGZmBmtra6Yxtdc2JY82JI4AcODgN9gZ9i2On/wvzMzMMXXydEyZMgNTJ8+AzdhxuHtXgdLSUuz69y5Is9KZTJejK1qXH5w6LBNHgb4+HnpmKb5/bZPa6qTEkRBCCK+cnZ2xe/duzJ8/HwkJCWhpaYFYLIaenh7r0FSkWvScIwDI87Igkabj4P6foa+vj/T0JKSlJyI65jhycjLx+ee/R05OETJuJLMOVevJk1Lgu/AJXNp3kHUoGjdx7hxUl5ShILPnQU39QYkjIYQQXpmamoLjOJSWto7cXbduHby9vRlH1ZFUWoAnF/ixDqODnZ++hzGWNsi7ld1pBS9PLyecPn2NUWS6RZaciqc3/xV6enrDbiW0OStD8OvBo73v2A+05CAhhBBeZWZm4pNPPkFCQgKKi4sxefJkxMXFsQ6rg7auam1SVdU6/U1XyU7riOqhu0a1OlWXlqG2+i5sJwhZh6JRthOEsJ3ggrTzP6u1XrrjSAghhHebN2/G5s2bWYfRLalUAZHIXifuSpmbm8Dc3AT5+b2vLkNayZJSIJw2FcocGetQNCYgdBmuHD2F5qYmtdZLdxwJIYQMe3fv1qK6ugYODlasQ+mVl5cTJBK629gfsuQUTPDTjkneNWGkmSl8fxeIhCPqnyt1UImjXC5HWloaxGIxEhMTAQCWlpY4f/48srKycP78eVhYWKglUEII0WVBQUGQSCTIzs7G22+/3en1119/HTdu3EBqaip+/PFHODs7M4hyeNPG7uqueHpSN3V/ya6nwNXPl3UYGjMjeCGkcVdRXVqm9roHfcfx0Ucfha+vL2bMmAEA2LRpE3766SeIRCL89NNP2LRJfUPACSFEFwkEAnz55ZdYsGABJk6ciJUrV8LLy6vDPmKxGNOnT8fUqVNx9OhR7NjR+1rFRL2kkgJ4eDiwDqNXXl6OkHSxYgzpXrmiAAAwxtGecST809PTQ0DoMvwaod5BMW3U3lUdHByM8PBwAEB4eDiWLFmi7iYIIUSn+Pv7IycnB3K5HI2NjYiMjERwcHCHfS5evIja2loAwJUrV+DoqP13voYaqVRH7jh6OXW51CDp2XDprhbNnomG2jrkpaTxUv+gEkeO43D+/Hlcv34dGzZsAADY2tqqlpBSKpUYO3bs4KMkhBAd5uDggPz8//2iVygUcHDo/s7WCy+8gOjoaE2ERtqRSBTw0IHE0cvLibqqB6B1gMzQTxznrAzBrxFHeKt/UKOqAwICUFRUBBsbG8TGxkIikfTr+A8++ED19cWLF3Hp0qXBhEMIGYbmzp2LefPmsQ6jR11NdN3dyN3Vq1dj+vTpmDt3brf10bWTH7rwjKORkSEcHa2Qm1vEOhSdI0tOxSNrQlmHwSsrRwc4T56I8Dff63XfgV47B5U4FhW1nrilpaU4ceIE/P39UVxcDDs7OyiVStjZ2aGkpKTb47dt2zaY5gkhBJcuXeqQOG3dupVdMN1QKBRwcnJSfe/o6IjCwsJO+82fPx/vvfce5s6di4aGhm7ro2snP/Lzy2BpaQYzM2Pcu1fLOpwuubvbQy4vRlNTM+tQdE5xjgwmo80xytoKd8vKWYfDi9mhTyPx5Fk01df3uu9Ar50D7qo2MTGBmZmZ6usnnngCGRkZiIqKwtq1awEAa9euxalTpwbaBCGEDAmJiYlwd3eHi4sLDA0NERoaiqioqA77+Pj44Ouvv8bixYtVK6wQzeI4DtnZhRCJtHcABXVTDxzHccgTp8F1iD7nOMJ4JGYEL0TcoWO8tjPgxNHW1ha//vorUlJScO3aNZw9exYxMTEICwtDYGAgsrKyEBgYiLCwMHXGSwghOqe5uRkbN25ETEwMMjMzcfjwYdy8eRPbtm3DokWLAAA7d+6EmZkZjhw5ArFYPOT+6JbL5Zg/fz7rMHql7d3VNKJ6cGRJKUM2cZy2MAhycSoqC5W8tjPgrmq5XA4fn84ffkVFBR5//PFBBUUIIUNNdHR0pwEv7Z9VDAwM1HRIpAtSiQIeHtqbOHp6OeEMrVE9YLLkFCxf9CTrMHgRsDIEUTu/4L0dWjmGEEII+Y1UWqDVI6tp1ZjBUWRKMcbRHsbmo1iHolau032hb2CA7CuJvLdFiSMhhBCNmDFjBm7cuIGKigrs3bsXRkZGrEPqpLWrWjsnARcIBHB3t6fEcRBamppxO+0GXHymsA5FreasDEHcQX4m/H4QJY6EEEI0YvXq1QgKCsKECRMgEomwefNm1iF1kpVVADc3ewgE2vfr0cVlLEpLq1BT0/uIWdI9WXLqkJoI3MJ2LNxnTsf1KM3M/Tqo6XgIIYTohhbutFrqEegtGvCx//rXv6BQtN4t+/jjj7Fr1y5s2bJFLXGpS01NPcrKquHsbIO8vGLW4XTgRSvGqIXsuhi/e+1F1mGozaxnliDpzDnU19RopD1KHAkhZBgYTMKnLu1Xz7l16xbs7bVz2pu2kdXalzg6QkJT8QzarfSbGOfuhhHGI9FQW8c6nEExGDECs5YF49/Pv6SxNrXvXjwhhJAhqf0k6M7Ozl1Ogq4NpFo6JY+npyPdcVSDpvp6FEqz4Tx5EutQBm3qE4+hUJqNEvktjbVJiSMhw0zTpusuAAARkElEQVRTSws4juOl5BcUsH57RIu9/PLLcHBwgKWlJd59910cOnSIdUhdkkoV8PDQvgEyntRVrTby5KExn+OcVcvxa4RmBsW0oa5qQoYZA4EAn2Zc4aXuN7xn8VIvGRoiIiJw/vx52Nvb49SpU/joo49Yh9QliUSBkOVzWIfRCa0aoz65SSmYt3YV6zAGxcl7IkwtLZD5S7xG26XEkRBCCO+EQiEA6MRqYtq4eoytrQWamppRXl7NOpQhIU+cBqedf4O+gQGam5pYhzMgc1aFID7yGLiWFo22S13VhBBCSDuFhRUwNTXC6NGmrENRoRHV6lV37z7KbxfAcZIn61AGxMzKEhPnBuDqiTMab5sSR0IIIeQBUmmBVj3n6OXlRCOq1Sw3SQzXaVNZhzEgM59ejLTzF1Bbrfk70JQ4EkIIIQ/Qtu5qLy8aUa1u8uRUuPr5sg6j3wQG+pi94mn8qqGVYjq1z6RVQgghRItJJdo1sppGVKufLDkFLr6ToaeFqwT1xPvRR1CuKEBRVg6T9nXr0yKEEEI0QCotgIdW3XGkEdXqdq+8EvfKK2Hn5so6lH6Zs2o54g4eY9Y+JY6EEELIA7Spq9rc3ASjR5tAoShjHcqQI0vSrfkcx4kmwNrJEek/XWQWAyWOhBBCyAOyswshFNpCX5/9r0lPT0dIpQXgOI51KEOOLDlVpxLHgJUhiD9yAi1NzcxiYP8TQQghhGiZ+vpGFBVVQii0ZR0KTcXDI1mSWGcSR2PzUZj6xGO4evQU0zgocSSEEEK6oC3d1V5ejjQVD08qC5VobmyEtTP7/+fe+C95CpmX43G3vIJpHJQ4EkIIIV2QakniSCOq+aUL0/LoCQSYHcpuCp72KHEkhBBCuiCRKODhoQWJoyfN4cin3KQUuPpp90TgnnMeQk1VNW6n3WAdCiWOhBBC+Ofo6Ihjx46hpKQEZWVl2LVrF+uQeqUNU/KMGGEAJydr5OQUMY1jKJPrwMjqOStDmE7B0x4ljoQQQnglEAhw5swZ3Lp1Cy4uLnBwcEBkZCTrsHqlDc84urvbIy+vBE0MR9EOdcWyPBiZmGC0rQ3rULpkPd4JDl4ipJz7kXUoAAAD1gEMJ/kFBXC0t2cdBiFkGLoQK1VLPY8GevT7GH9/f9jb2+Ovf/0rmptbE6C4uDi1xMOnkpI70NcXwMrKHOXlml8TGKAR1ZoiF6fBdZoPxNGxrEPpJCB0Ga4eP42mhgbWoQCgxFGjHO3t8WnGFV7qfsN7Fi/1EkKGhoEkfOri5OSEW7duqZJGXSKVti49GB/PLnGkEdX8kyWlQDhtqtYljkYmJpi+aAE+WbaGdSgq1FVNCCGEV/n5+XB2doa+vj7rUPpNIilAQIAXjIwMmbTv6UUDYzRBW1eQ8Vv0JHKuJeFOcQnrUFQocSSEEMKra9euoaioCGFhYTAxMYGRkRFmz57NOqw+OXY0DuuefxyVdyKRK9uDczEfYteuP+KVVxYhKGgahEJbCAT8/SqlrmrNKJRmw3KcHUxGm7MOpYOAlSFaMQVPe9RVTQhRm6aWFl6XRVMUFsLJwYG3+gk/WlpasGjRInzxxRe4ffs2OI5DREQE4uPjWYfWq7NnE3H2bCL09QUYP34sRCIHiET28PBwwFOLZkAkcoCtrQVkMiWysgqRnVWA7OxCZGUVIiurAEpl5YDbFggEEIkcIJFQVzXfWpqbkZeSDuG0qbhx4RfW4QAA3GdOB9fSgtzEZNahdECJIyFEbQwEAt6e4wXoWV5dlp+fj6VLl7IOY8Cam1sgkykhkylx7lxSh9dGjhwBN7dxcHe3h0jkgIce8sRza+dDJLKHsfEIVRKZ3fbvb4llVdX9HtscP94GpaVVqKmp5/Otkd/Iklu7q7UlcQzQoil42qPEkRBCCBmEuroGZGTcQkbGrU6vWViYqhJKkcgBTy3yh0jkAHf3caitbVDdpWxLLrOyCpCbq0RdXQN1U2uYLCkFi//yKuswAACW4+zg6ueDiHe2sQ6lE0ocCSGEEJ7cuXMfiYnZSEzM7vSanZ2lqutbJHLAc2sfg0jkAKHQFsXFd9DQ0IQfziYyiHp4ys/IhO0EF4wwNkZDbS3TWGavWIrrp6OZx9EVShwJIYQQBpTKSiiVlbh8OaPD9vbPU6an57EJbhhqamiAIlMKFx9vZCWwS9gNjIzgv3QRvnj2D8xi6AkljoQQQogWaf88JdGszEtxWLPzIxRm5aA4V47iXDmUuXIUy+S4Vz7wgU794bvgceTfyER5vnYOiqLE8QG0ugshhBAyPF347gCSzsTAdoIQtq4uGCdyg8+Tj8POzRUcx0GZK0Nxbl5rUilr/be6tEytMcxZuRzRu75Sa53qRInjA2h1F0IIIWT4qi4tQ3VpGbKvdOyuNrOyhK2rEHYThLCdIMTkx+fB1tUF+oYGnZLJ4lz5gCbtdpk6GSPNTCGNu6qut6N2lDgSQsgQkJeXx+scmpqUl5fHOgRCOrlXXol75ZWd5lU0tbSAratLa1LpJsTERwJUg2zaJ5NK2W8JZVFxtz+rAatCEBd5TKt/lnlLHIOCgvD5559DX18fe/bswfbt2/lqihBCtF5v18QRI0Zg37598PPzQ3l5OVasWIFbtzpP79IdoVCo7pAJIX1wv/IOZEkpkCWldNhubG7emlBOcIHdBFeIZvvDdoIQxqPMfksm81Ask6vuVjY2NMBzziwc+2gno3fSN7wkjgKBAF9++SUCAwOhUCiQmJiIqKgoZGZm8tEcLxxNzaG4z2ZR+76g+AZHm+NzNNWuJa8epM2fnbbqyzXxhRdeQGVlJdzd3bFixQps374doaGhDKPubO7cubh06RK1TW1T231QW12NvJQ05KWkddg+0swUY11dYOcqhK2bEBNmTIOtqwtGj7XB3aR01N29N+i2+cTLApv+/v7IycmBXC5HY2MjIiMjERwczEdTvHHS8l/eFN/gaHN82hwboP3xaaO+XBODg4MRHh4OADh69Cjmz5/PItQezZs3j9qmtqntQaq7dx+3027g2skzOP2PXdjz4hv4OOhpbAkIgkFBKa9tqwMviaODgwPy8/83271CoYADrS9LCBmm+nJNbL9Pc3MzqqqqYGVlpdE4CSHs1NfUoKWlhXUYveIlcdTT0+u0TZsf9CSEED715ZpI101CiC7QA6D2K9OsWbOwdetWPPnkkwCATZs2AQDCwsJU+9AFkRDCl66SMJb6ck08d+4ctm7diitXrkBfXx9KpRI2Njad6qJrJyGEL329dnLqLvr6+lxubi7n4uLCGRoacikpKdzEiRPV3g4VKlSo6ELpyzXxpZde4v7zn/9wALgVK1Zwhw4dYh43FSpUqHRR+Kl4wYIFnFQq5XJycrh3332X9ZukQoUKFaalq2vitm3buEWLFnEAOCMjI+7w4cNcdnY2d/XqVU4oFDKPmQoVKlQeLLx0VRNCCCGEkKGHl8Ex/fXmm2+C4zitG0H44YcfIjU1FWKxGDExMRg3bhzrkDrYsWMHMjMzkZqaiuPHj2P06NGsQ+ogJCQEGRkZaG5uhp+fH+twALROwiyRSJCdnY23336bdTgdfPvttyguLkZ6ejrrULrk6OiIn3/+GTdv3kRGRgZeffVV1iF1YGRkhKtXryIlJQUZGRnYunUr65DUiuW5y/LcZHnesT6nBAIBkpOTcfr0aY22CwByuRxpaWkQi8VITEzs/QA1Gj16NI4cOYLMzEzcvHkTs2ZpZrlekUgEsVisKlVVVfjzn/+skbZfe+01ZGRkID09HRERETAyMtJIuwDw6quvIj09HRkZGX1+v0xveTo6OnLnzp3j8vLyOCsrK+a3YNuXUaNGqb5+5ZVXVM8faUsJDAzk9PX1OQBcWFgYFxYWxjym9sXT05MTiUTchQsXOD8/P+bxCAQCLicnhxMKharnzLy8vJjH1VYefvhhztfXl0tPT2ceS1fFzs6O8/X15QBwZmZmnFQq1arPDwBnamrKAeAMDAy4K1eucDNnzmQekzoK63OX5bnJ+rxjeU69/vrr3IEDB7jTp09r/HOXy+XMfid///333AsvvMAB4AwNDbnRo0drPAaBQMAVFRVxzs7OvLdlb2/PyWQybuTIkRwA7tChQ9zatWs18j4nTZrEpaenc8bGxpy+vj4XGxvLubm59fzZgLHPPvsMb731llaOFLx7967qa1NTU62LMTY2Fs3NzQCAK1euwNHRkXFEHUkkEmRlZbEOQ0XbJ6b/5ZdfUFFRwTqMbimVSojFYgDAvXv3kJmZqXXzs96/fx8AYGhoCENDQ637mR0o1ucuy3OT9XnH6pxycHDAwoULsWfPHo20py1GjRqFRx55BN9++y0AoLGxEVVVVRqPY/78+cjNzcXt27c10p6BgQGMjY2hr68PExMTFBYWaqRdLy8vXLlyBbW1tWhubsalS5ewdOnSHo9hmjguWrQIBQUFSEtL631nRj766CPcvn0bq1evxvvvv886nG6tX78e0dHRrMPQajQxvfqMHz8evr6+uHr1KutQOhAIBBCLxSgpKUFsbCyuXbvGOiS1oHO3FYvzjtU59c9//hNvvfUWswmhOY7D+fPncf36dWzYsEFj7bq6uqK0tBTfffcdkpOTsXv3bpiYmGis/TahoaE4ePCgRtoqLCzEP/7xD9y+fRtFRUWoqqpCbGysRtrOyMjAI488gjFjxsDY2Bi/+93v4OTk1OMxvCeOsbGxSE9P71QWL16M9957j3ky1lN8ALB582Y4OzvjwIED2Lhxo9bFBwDvvvsumpqacODAAa2MT1vQBMvqYWpqimPHjuG1117rcFdeG7S0tMDX1xeOjo7w9/fHpEmTWIekFnTusjvvWJxTCxcuRElJCZKTk3lvqzsBAQHw8/PDggUL8PLLL+Phhx/WSLsGBgaYNm0a/vOf/2DatGm4f/++at5TTTE0NMTixYtx5MgRjbRnYWGB4OBgCIVC2Nvbw9TUFKtXr9ZI2xKJBNu3b0dsbCzOnTuH1NRUNDU19Xock2cYvL29ueLiYk4ul3NyuZxrbGzkbt26xdna2jKJp7fi7Oyslc+ePffcc1x8fDxnbGzMPJbuirY84zhr1izu3Llzqu83bdrEbdq0iXlc7cv48eO18jxrKwYGBty5c+e4119/nXksvZX333+fe/PNN5nHoY6iDecuy3NTW847TZ1Tf//737n8/HxOLpdzRUVF3P3797n//ve/zN73Bx98oLGfJVtbW04ul6u+nzNnDnfmzBmNvt/FixdzMTExGmsvJCSE27Nnj+r7NWvWcF9++SWT/+uPP/6Ye/HFF3vbT/OBdVVYPojbXWn/gOjGjRu5I0eOMI+pfQkKCuJu3LjBWVtbM4+lp6ItiaMuTEyv7YljeHg499lnnzGPo6tibW2teoh+5MiR3OXLl7mFCxcyj0sdRRvOXZbnJqvzThvOqblz52p8cIyJiQlnZmam+jouLo4LCgrSWPuXL1/mRCIRB7QmrTt27NDo+z948CC3bt06jbXn7+/PZWRkqG4Aff/999zGjRs11r6NjQ0HgHNycuIyMzM5CwuL3o7R3H9GT0UbE8ejR49y6enpXGpqKhcVFcXZ29szj6l9yc7O5m7fvs2JxWJOLBZr3ajvJUuWcPn5+VxdXR2nVCo73DFhVbR5YvqIiAiusLCQa2ho4PLz87n169czj6l9CQgI4DiO41JTU1Xn3IIFC5jH1VYmT57MJScnc6mpqVx6ejq3ZcsW5jGps7A8d1memyzPO204p1gkjkKhkEtJSeFSUlK4jIwMjZ9vU6dO5RITE7nU1FTuxIkTfUlk1FaMjY25srIyztzcXKPveevWrVxmZiaXnp7O7du3jxsxYoTG2r58+TJ348YNLiUlhXvsscd63Z8mACeEEEIIIX3CfDoeQgghhBCiGyhxJIQQQgghfUKJIyGEEEII6RNKHAkhhBBCSJ9Q4kgIIYQQQvqEEkdCCCGEENInlDgSQgghhJA+ocSREEIIIYT0yf8D8TrSDU3sLLIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('dark_background'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grayscale\n",
    "\n",
    "### 灰度\n",
    "\n",
    "> Sometimes you might find yourself preparing figures for a print publication that does not accept color figures.\n",
    "For this, the ``grayscale`` style, shown here, can be very useful:\n",
    "\n",
    "如果你需要用于黑白印刷或打印的图表，那么`grayscale`灰度样式是你需要的："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('grayscale'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seaborn style\n",
    "\n",
    "### Seaborn样式\n",
    "\n",
    "> Matplotlib also has stylesheets inspired by the Seaborn library (discussed more fully in [Visualization With Seaborn](04.14-Visualization-With-Seaborn.ipynb)).\n",
    "As we will see, these styles are loaded automatically when Seaborn is imported into a notebook.\n",
    "I've found these settings to be very nice, and tend to use them as defaults in my own data exploration.\n",
    "\n",
    "Matplotlib也有受到Seaborn库启发的样式单（详见[使用Seaborn进行可视化](04.14-Visualization-With-Seaborn.ipynb)）。正如我们下面看到的，当你将Seaborn载入notebook的时候，这些样式会自动被装载。作者发现这些配置非常有用，并经常作为默认的样式使用。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn\n",
    "hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> With all of these built-in options for various plot styles, Matplotlib becomes much more useful for both interactive visualization and creation of figures for publication.\n",
    "Throughout this book, I will generally use one or more of these style conventions when creating plots.\n",
    "\n",
    "有了所有这些预设的选项和图表样式，Matplotlib成为了交互式可视化和创建可出版的图表的首选工具。在本书中，我们会使用一种或多种样式来创建图表。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [自定义刻度](04.10-Customizing-Ticks.ipynb) | [目录](Index.ipynb) | [在matplotlib中创建三维图表](04.12-Three-Dimensional-Plotting.ipynb) >\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/wangyingsm/Python-Data-Science-Handbook/blob/master/notebooks/04.11-Settings-and-Stylesheets.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open and Execute in Google Colaboratory\"></a>\n"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
